[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"project-9618":3},{"id":4,"name":5,"fullName":6,"owner":7,"repo":5,"description":8,"homepage":9,"htmlUrl":10,"language":11,"languages":10,"totalLinesOfCode":10,"stars":12,"forks":13,"watchers":14,"openIssues":15,"contributorsCount":16,"subscribersCount":16,"size":16,"stars1d":16,"stars7d":17,"stars30d":18,"stars90d":16,"forks30d":16,"starsTrendScore":17,"compositeScore":19,"rankGlobal":10,"rankLanguage":10,"license":20,"archived":21,"fork":21,"defaultBranch":22,"hasWiki":23,"hasPages":21,"topics":24,"createdAt":10,"pushedAt":10,"updatedAt":39,"readmeContent":40,"aiSummary":41,"trendingCount":16,"starSnapshotCount":16,"syncStatus":42,"lastSyncTime":43,"discoverSource":44},9618,"imgaug","aleju\u002Fimgaug","aleju","Image augmentation for machine learning experiments.","http:\u002F\u002Fimgaug.readthedocs.io",null,"Python",14741,2455,221,289,0,1,12,45,"MIT License",false,"master",true,[25,26,27,28,29,30,31,32,33,34,35,36,37,38],"affine-transformation","augment-images","augmentation","bounding-boxes","contrast","crop","deep-learning","heatmap","image-augmentation","images","keypoints","machine-learning","polygon","segmentation-maps","2026-06-12 02:02:10","# imgaug\n\nThis python library helps you with augmenting images for your machine learning projects.\nIt converts a set of input images into a new, much larger set of slightly altered images.\n\n[![Build Status](https:\u002F\u002Ftravis-ci.org\u002Faleju\u002Fimgaug.svg?branch=master)](https:\u002F\u002Ftravis-ci.org\u002Faleju\u002Fimgaug)\n[![codecov](https:\u002F\u002Fcodecov.io\u002Fgh\u002Faleju\u002Fimgaug\u002Fbranch\u002Fmaster\u002Fgraph\u002Fbadge.svg)](https:\u002F\u002Fcodecov.io\u002Fgh\u002Faleju\u002Fimgaug)\n[![Codacy Badge](https:\u002F\u002Fapi.codacy.com\u002Fproject\u002Fbadge\u002FGrade\u002F1370ce38e99e40af842d47a8dd721444)](https:\u002F\u002Fwww.codacy.com\u002Fapp\u002Faleju\u002Fimgaug?utm_source=github.com&utm_medium=referral&utm_content=aleju\u002Fimgaug&utm_campaign=Badge_Grade)\n\n\u003Ctable>\n\n\u003Ctr>\n\u003Cth> \u003C\u002Fth>\n\u003Cth>Image\u003C\u002Fth>\n\u003Cth>Heatmaps\u003C\u002Fth>\n\u003Cth>Seg. Maps\u003C\u002Fth>\n\u003Cth>Keypoints\u003C\u002Fth>\n\u003Cth>Bounding Boxes,\u003Cbr>Polygons\u003C\u002Fth>\n\u003C\u002Ftr>\n\n\u003C!-- Line 1: Original Input -->\n\u003Ctr>\n\u003Ctd>\u003Cem>Original Input\u003C\u002Fem>\u003C\u002Ftd>\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Fsmall_overview\u002Fnoop_image.jpg?raw=true\" height=\"83\" width=\"124\" alt=\"input images\">\u003C\u002Ftd>\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Fsmall_overview\u002Fnoop_heatmap.jpg?raw=true\" height=\"83\" width=\"124\" alt=\"input heatmaps\">\u003C\u002Ftd>\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Fsmall_overview\u002Fnoop_segmap.jpg?raw=true\" height=\"83\" width=\"124\" alt=\"input segmentation maps\">\u003C\u002Ftd>\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Fsmall_overview\u002Fnoop_kps.jpg?raw=true\" height=\"83\" width=\"124\" alt=\"input keypoints\">\u003C\u002Ftd>\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Fsmall_overview\u002Fnoop_bbs.jpg?raw=true\" height=\"83\" width=\"124\" alt=\"input bounding boxes\">\u003C\u002Ftd>\n\u003C\u002Ftr>\n\n\u003C!-- Line 2: Gauss. Noise + Contrast + Sharpen -->\n\u003Ctr>\n\u003Ctd>Gauss. Noise\u003Cbr>+ Contrast\u003Cbr>+ Sharpen\u003C\u002Ftd>\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Fsmall_overview\u002Fnon_geometric_image.jpg?raw=true\" height=\"83\" width=\"124\" alt=\"non geometric augmentations, applied to images\">\u003C\u002Ftd>\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Fsmall_overview\u002Fnon_geometric_heatmap.jpg?raw=true\" height=\"83\" width=\"124\" alt=\"non geometric augmentations, applied to heatmaps\">\u003C\u002Ftd>\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Fsmall_overview\u002Fnon_geometric_segmap.jpg?raw=true\" height=\"83\" width=\"124\" alt=\"non geometric augmentations, applied to segmentation maps\">\u003C\u002Ftd>\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Fsmall_overview\u002Fnon_geometric_kps.jpg?raw=true\" height=\"83\" width=\"124\" alt=\"non geometric augmentations, applied to keypoints\">\u003C\u002Ftd>\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Fsmall_overview\u002Fnon_geometric_bbs.jpg?raw=true\" height=\"83\" width=\"124\" alt=\"non geometric augmentations, applied to bounding boxes\">\u003C\u002Ftd>\n\u003C\u002Ftr>\n\n\u003C!-- Line 3: Affine -->\n\u003Ctr>\n\u003Ctd>Affine\u003C\u002Ftd>\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Fsmall_overview\u002Faffine_image.jpg?raw=true\" height=\"83\" width=\"124\" alt=\"affine augmentations, applied to images\">\u003C\u002Ftd>\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Fsmall_overview\u002Faffine_heatmap.jpg?raw=true\" height=\"83\" width=\"124\" alt=\"affine augmentations, applied to heatmaps\">\u003C\u002Ftd>\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Fsmall_overview\u002Faffine_segmap.jpg?raw=true\" height=\"83\" width=\"124\" alt=\"affine augmentations, applied to segmentation maps\">\u003C\u002Ftd>\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Fsmall_overview\u002Faffine_kps.jpg?raw=true\" height=\"83\" width=\"124\" alt=\"affine augmentations, applied to keypoints\">\u003C\u002Ftd>\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Fsmall_overview\u002Faffine_bbs.jpg?raw=true\" height=\"83\" width=\"124\" alt=\"affine augmentations, applied to bounding boxes\">\u003C\u002Ftd>\n\u003C\u002Ftr>\n\n\u003C!-- Line 4: Crop + Pad -->\n\u003Ctr>\n\u003Ctd>Crop\u003Cbr>+ Pad\u003C\u002Ftd>\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Fsmall_overview\u002Fcropandpad_image.jpg?raw=true\" height=\"83\" width=\"124\" alt=\"crop and pad augmentations, applied to images\">\u003C\u002Ftd>\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Fsmall_overview\u002Fcropandpad_heatmap.jpg?raw=true\" height=\"83\" width=\"124\" alt=\"crop and pad augmentations, applied to heatmaps\">\u003C\u002Ftd>\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Fsmall_overview\u002Fcropandpad_segmap.jpg?raw=true\" height=\"83\" width=\"124\" alt=\"crop and pad augmentations, applied to segmentation maps\">\u003C\u002Ftd>\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Fsmall_overview\u002Fcropandpad_kps.jpg?raw=true\" height=\"83\" width=\"124\" alt=\"crop and pad augmentations, applied to keypoints\">\u003C\u002Ftd>\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Fsmall_overview\u002Fcropandpad_bbs.jpg?raw=true\" height=\"83\" width=\"124\" alt=\"crop and pad augmentations, applied to bounding boxes\">\u003C\u002Ftd>\n\u003C\u002Ftr>\n\n\u003C!-- Line 5: Fliplr + Perspective -->\n\u003Ctr>\n\u003Ctd>Fliplr\u003Cbr>+ Perspective\u003C\u002Ftd>\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Fsmall_overview\u002Ffliplr_perspective_image.jpg\" height=\"83\" width=\"124\" alt=\"Horizontal flip and perspective transform augmentations, applied to images\">\u003C\u002Ftd>\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Fsmall_overview\u002Ffliplr_perspective_heatmap.jpg?raw=true\" height=\"83\" width=\"124\" alt=\"Horizontal flip and perspective transform augmentations, applied to heatmaps\">\u003C\u002Ftd>\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Fsmall_overview\u002Ffliplr_perspective_segmap.jpg?raw=true\" height=\"83\" width=\"124\" alt=\"Horizontal flip and perspective transform augmentations, applied to segmentation maps\">\u003C\u002Ftd>\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Fsmall_overview\u002Ffliplr_perspective_kps.jpg?raw=true\" height=\"83\" width=\"124\" alt=\"Horizontal flip and perspective transform augmentations, applied to keypoints\">\u003C\u002Ftd>\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Fsmall_overview\u002Ffliplr_perspective_bbs.jpg?raw=true\" height=\"83\" width=\"124\" alt=\"Horizontal flip and perspective transform augmentations, applied to bounding boxes\">\u003C\u002Ftd>\n\u003C\u002Ftr>\n\n\u003C\u002Ftable>\n\n\n**More (strong) example augmentations of one input image:**\n\n![64 quokkas](https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Fexamples_grid.jpg?raw=true \"64 quokkas\")\n\n\n## Table of Contents\n\n1. [Features](#features)\n2. [Installation](#installation)\n3. [Documentation](#documentation)\n4. [Recent Changes](#recent_changes)\n5. [Example Images](#example_images)\n6. [Code Examples](#code_examples)\n7. [Citation](#citation)\n\n\n\u003Ca name=\"features\"\u002F>\n\n## Features\n\n* Many augmentation techniques\n  * E.g. affine transformations, perspective transformations, contrast changes, gaussian noise, dropout of regions, hue\u002Fsaturation changes, cropping\u002Fpadding, blurring, ...\n  * Optimized for high performance\n  * Easy to apply augmentations only to some images\n  * Easy to apply augmentations in random order\n* Support for\n  * Images (full support for uint8, for other dtypes see [documentation](https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Fdtype_support.html))\n  * Heatmaps (float32), Segmentation Maps (int), Masks (bool)\n    * May be smaller\u002Flarger than their corresponding images. *No* extra lines of code needed for e.g. crop.\n  * Keypoints\u002FLandmarks (int\u002Ffloat coordinates)\n  * Bounding Boxes (int\u002Ffloat coordinates)\n  * Polygons (int\u002Ffloat coordinates)\n  * Line Strings (int\u002Ffloat coordinates)\n* Automatic alignment of sampled random values\n  * Example: Rotate image and segmentation map on it by the same value sampled from `uniform(-10°, 45°)`. (0 extra lines of code.)\n* Probability distributions as parameters\n  * Example: Rotate images by values sampled from `uniform(-10°, 45°)`.\n  * Example: Rotate images by values sampled from `ABS(N(0, 20.0))*(1+B(1.0, 1.0))`\", where `ABS(.)` is the absolute function, `N(.)` the gaussian distribution and `B(.)` the beta distribution.\n* Many helper functions\n  * Example: Draw heatmaps, segmentation maps, keypoints, bounding boxes, ...\n  * Example: Scale segmentation maps, average\u002Fmax pool of images\u002Fmaps, pad images to aspect\n    ratios (e.g. to square them)\n  * Example: Convert keypoints to distance maps, extract pixels within bounding boxes from images, clip polygon to the image plane, ...\n* Support for augmentation on multiple CPU cores\n\n\n\u003Ca name=\"installation\"\u002F>\n\n## Installation\n\nThe library supports python 2.7 and 3.4+.\n\n### Installation: Anaconda\n\nTo install the library in anaconda, perform the following commands:\n```bash\nconda config --add channels conda-forge\nconda install imgaug\n```\n\nYou can deinstall the library again via `conda remove imgaug`.\n\n### Installation: pip\n\nThen install imgaug either via pypi (can lag behind the github version):\n```bash\npip install imgaug\n```\n\nor install the latest version directly from github:\n```bash\npip install git+https:\u002F\u002Fgithub.com\u002Faleju\u002Fimgaug.git\n```\n\nFor more details, see the [install guide](https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Finstallation.html)\n\nTo deinstall the library, just execute `pip uninstall imgaug`.\n\n\n\u003Ca name=\"documentation\"\u002F>\n\n## Documentation\n\nExample jupyter notebooks:\n  * [Load and Augment an Image](https:\u002F\u002Fnbviewer.jupyter.org\u002Fgithub\u002Faleju\u002Fimgaug-doc\u002Fblob\u002Fmaster\u002Fnotebooks\u002FA01%20-%20Load%20and%20Augment%20an%20Image.ipynb)\n  * [Multicore Augmentation](https:\u002F\u002Fnbviewer.jupyter.org\u002Fgithub\u002Faleju\u002Fimgaug-doc\u002Fblob\u002Fmaster\u002Fnotebooks\u002FA03%20-%20Multicore%20Augmentation.ipynb)\n  * Augment and work with: [Keypoints\u002FLandmarks](https:\u002F\u002Fnbviewer.jupyter.org\u002Fgithub\u002Faleju\u002Fimgaug-doc\u002Fblob\u002Fmaster\u002Fnotebooks\u002FB01%20-%20Augment%20Keypoints.ipynb),\n    [Bounding Boxes](https:\u002F\u002Fnbviewer.jupyter.org\u002Fgithub\u002Faleju\u002Fimgaug-doc\u002Fblob\u002Fmaster\u002Fnotebooks\u002FB02%20-%20Augment%20Bounding%20Boxes.ipynb),\n    [Polygons](https:\u002F\u002Fnbviewer.jupyter.org\u002Fgithub\u002Faleju\u002Fimgaug-doc\u002Fblob\u002Fmaster\u002Fnotebooks\u002FB03%20-%20Augment%20Polygons.ipynb),\n    [Line Strings](https:\u002F\u002Fnbviewer.jupyter.org\u002Fgithub\u002Faleju\u002Fimgaug-doc\u002Fblob\u002Fmaster\u002Fnotebooks\u002FB06%20-%20Augment%20Line%20Strings.ipynb),\n    [Heatmaps](https:\u002F\u002Fnbviewer.jupyter.org\u002Fgithub\u002Faleju\u002Fimgaug-doc\u002Fblob\u002Fmaster\u002Fnotebooks\u002FB04%20-%20Augment%20Heatmaps.ipynb),\n    [Segmentation Maps](https:\u002F\u002Fnbviewer.jupyter.org\u002Fgithub\u002Faleju\u002Fimgaug-doc\u002Fblob\u002Fmaster\u002Fnotebooks\u002FB05%20-%20Augment%20Segmentation%20Maps.ipynb) \n\nMore notebooks: [imgaug-doc\u002Fnotebooks](https:\u002F\u002Fgithub.com\u002Faleju\u002Fimgaug-doc\u002Ftree\u002Fmaster\u002Fnotebooks).\n\nExample ReadTheDocs pages:\n* [Quick example code on how to use the library](http:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Fexamples_basics.html)\n* [Overview of all Augmenters](https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview_of_augmenters.html)\n* [API](http:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Fapi.html)\n\nMore RTD documentation: [imgaug.readthedocs.io](http:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Fexamples_basics.html).\n\nAll documentation related files of this project are hosted in the\nrepository [imgaug-doc](https:\u002F\u002Fgithub.com\u002Faleju\u002Fimgaug-doc).\n\n\n\u003Ca name=\"recent_changes\"\u002F>\n\n## Recent Changes\n\n* **0.4.0**: Added new augmenters, changed backend to batchwise augmentation,\n  support for numpy 1.18 and python 3.8.\n* **0.3.0**: Reworked segmentation map augmentation, adapted to numpy 1.17+\n  random number sampling API, several new augmenters.\n* **0.2.9**: Added polygon augmentation, added line string augmentation,\n  simplified augmentation interface.\n* **0.2.8**: Improved performance, dtype support and multicore augmentation.\n\nSee [changelogs\u002F](changelogs\u002F) for more details.\n\n\n\u003Ca name=\"example_images\"\u002F>\n\n## Example Images\n\nThe images below show examples for most augmentation techniques.\n\nValues written in the form `(a, b)` denote a uniform distribution,\ni.e. the value is randomly picked from the interval `[a, b]`.\nLine strings are supported by (almost) all augmenters, but are not explicitly\nvisualized here.\n\n\u003Ctable>\n\n\u003Ctr>\u003Ctd colspan=\"5\">\u003Cstrong>meta\u003C\u002Fstrong>\u003C\u002Ftd>\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fmeta.html#identity\">Identity\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fmeta.html#channelshuffle\">ChannelShuffle\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fmeta\u002Fidentity.gif\" height=\"148\" width=\"100\" alt=\"Identity\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fmeta\u002Fchannelshuffle.gif\" height=\"148\" width=\"100\" alt=\"ChannelShuffle\">\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"5\">See also: \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fmeta.html#sequential\">Sequential\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fmeta.html#someof\">SomeOf\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fmeta.html#oneof\">OneOf\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fmeta.html#sometimes\">Sometimes\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fmeta.html#withchannels\">WithChannels\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fmeta.html#lambda\">Lambda\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fmeta.html#assertlambda\">AssertLambda\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fmeta.html#assertshape\">AssertShape\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fmeta.html#removecbasbyoutofimagefraction\">RemoveCBAsByOutOfImageFraction\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fmeta.html#clipcbastoimageplanes\">ClipCBAsToImagePlanes\u003C\u002Fa>\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\u003Ctd colspan=\"5\">\u003Cstrong>arithmetic\u003C\u002Fstrong>\u003C\u002Ftd>\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Farithmetic.html#add\">Add\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Farithmetic.html#add\">Add\u003C\u002Fa>\u003Cbr\u002F>(per_channel=True)\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Farithmetic.html#additivegaussiannoise\">AdditiveGaussianNoise\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Farithmetic.html#additivegaussiannoise\">AdditiveGaussianNoise\u003C\u002Fa>\u003Cbr\u002F>(per_channel=True)\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Farithmetic.html#multiply\">Multiply\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Farithmetic\u002Fadd.gif\" height=\"148\" width=\"100\" alt=\"Add\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Farithmetic\u002Fadd_per_channel_true.gif\" height=\"148\" width=\"100\" alt=\"Add per_channel=True\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Farithmetic\u002Fadditivegaussiannoise.gif\" height=\"148\" width=\"100\" alt=\"AdditiveGaussianNoise\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Farithmetic\u002Fadditivegaussiannoise_per_channel_true.gif\" height=\"148\" width=\"100\" alt=\"AdditiveGaussianNoise per_channel=True\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Farithmetic\u002Fmultiply.gif\" height=\"148\" width=\"100\" alt=\"Multiply\">\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Farithmetic.html#cutout\">Cutout\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Farithmetic.html#dropout\">Dropout\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Farithmetic.html#coarsedropout\">CoarseDropout\u003C\u002Fa>\u003Cbr\u002F>(p=0.2)\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Farithmetic.html#coarsedropout\">CoarseDropout\u003C\u002Fa>\u003Cbr\u002F>(p=0.2, per_channel=True)\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Farithmetic.html#dropout2d\">Dropout2d\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Farithmetic\u002Fcutout.gif\" height=\"148\" width=\"100\" alt=\"Cutout\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Farithmetic\u002Fdropout.gif\" height=\"148\" width=\"100\" alt=\"Dropout\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Farithmetic\u002Fcoarsedropout_p_0_2.gif\" height=\"148\" width=\"100\" alt=\"CoarseDropout p=0.2\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Farithmetic\u002Fcoarsedropout_p_0_2_per_channel_true.gif\" height=\"148\" width=\"100\" alt=\"CoarseDropout p=0.2, per_channel=True\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Farithmetic\u002Fdropout2d.gif\" height=\"148\" width=\"100\" alt=\"Dropout2d\">\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Farithmetic.html#saltandpepper\">SaltAndPepper\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Farithmetic.html#coarsesaltandpepper\">CoarseSaltAndPepper\u003C\u002Fa>\u003Cbr\u002F>(p=0.2)\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Farithmetic.html#invert\">Invert\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Farithmetic.html#solarize\">Solarize\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Farithmetic.html#jpegcompression\">JpegCompression\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Farithmetic\u002Fsaltandpepper.gif\" height=\"148\" width=\"100\" alt=\"SaltAndPepper\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Farithmetic\u002Fcoarsesaltandpepper_p_0_2.gif\" height=\"148\" width=\"100\" alt=\"CoarseSaltAndPepper p=0.2\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Farithmetic\u002Finvert.gif\" height=\"148\" width=\"100\" alt=\"Invert\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Farithmetic\u002Fsolarize.gif\" height=\"148\" width=\"100\" alt=\"Solarize\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Farithmetic\u002Fjpegcompression.gif\" height=\"148\" width=\"100\" alt=\"JpegCompression\">\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"5\">See also: \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Farithmetic.html#addelementwise\">AddElementwise\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Farithmetic.html#additivelaplacenoise\">AdditiveLaplaceNoise\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Farithmetic.html#additivepoissonnoise\">AdditivePoissonNoise\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Farithmetic.html#multiplyelementwise\">MultiplyElementwise\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Farithmetic.html#totaldropout\">TotalDropout\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Farithmetic.html#replaceelementwise\">ReplaceElementwise\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Farithmetic.html#impulsenoise\">ImpulseNoise\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Farithmetic.html#salt\">Salt\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Farithmetic.html#pepper\">Pepper\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Farithmetic.html#coarsesalt\">CoarseSalt\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Farithmetic.html#coarsepepper\">CoarsePepper\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Farithmetic.html#solarize\">Solarize\u003C\u002Fa>\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\u003Ctd colspan=\"5\">\u003Cstrong>artistic\u003C\u002Fstrong>\u003C\u002Ftd>\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fartistic.html#cartoon\">Cartoon\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fartistic\u002Fcartoon.gif\" height=\"144\" width=\"128\" alt=\"Cartoon\">\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\u003Ctd colspan=\"5\">\u003Cstrong>blend\u003C\u002Fstrong>\u003C\u002Ftd>\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fblend.html#blendalpha\">BlendAlpha\u003C\u002Fa>\u003Cbr\u002F>with EdgeDetect(1.0)\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fblend.html#blendalphasimplexnoise\">BlendAlphaSimplexNoise\u003C\u002Fa>\u003Cbr\u002F>with EdgeDetect(1.0)\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fblend.html#blendalphafrequencynoise\">BlendAlphaFrequencyNoise\u003C\u002Fa>\u003Cbr\u002F>with EdgeDetect(1.0)\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fblend.html#blendalphasomecolors\">BlendAlphaSomeColors\u003C\u002Fa>\u003Cbr\u002F>with RemoveSaturation(1.0)\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fblend.html#blendalpharegulargrid\">BlendAlphaRegularGrid\u003C\u002Fa>\u003Cbr\u002F>with Multiply((0.0, 0.5))\u003C\u002Fsub>\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fblend\u002Fblendalpha_with_edgedetect_1_0.gif\" height=\"148\" width=\"100\" alt=\"BlendAlpha with EdgeDetect1.0\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fblend\u002Fblendalphasimplexnoise_with_edgedetect_1_0.gif\" height=\"148\" width=\"100\" alt=\"BlendAlphaSimplexNoise with EdgeDetect1.0\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fblend\u002Fblendalphafrequencynoise_with_edgedetect_1_0.gif\" height=\"148\" width=\"100\" alt=\"BlendAlphaFrequencyNoise with EdgeDetect1.0\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fblend\u002Fblendalphasomecolors_with_removesaturation_1_0.gif\" height=\"144\" width=\"128\" alt=\"BlendAlphaSomeColors with RemoveSaturation1.0\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fblend\u002Fblendalpharegulargrid_with_multiply_0_0_0_5.gif\" height=\"148\" width=\"100\" alt=\"BlendAlphaRegularGrid with Multiply0.0, 0.5\">\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"5\">See also: \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fblend.html#blendalphamask\">BlendAlphaMask\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fblend.html#blendalphaelementwise\">BlendAlphaElementwise\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fblend.html#blendalphaverticallineargradient\">BlendAlphaVerticalLinearGradient\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fblend.html#blendalphahorizontallineargradient\">BlendAlphaHorizontalLinearGradient\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fblend.html#blendalphasegmapclassids\">BlendAlphaSegMapClassIds\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fblend.html#blendalphaboundingboxes\">BlendAlphaBoundingBoxes\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fblend.html#blendalphacheckerboard\">BlendAlphaCheckerboard\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Fapi_augmenters_blend.html#imgaug.augmenters.blend.SomeColorsMaskGen\">SomeColorsMaskGen\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Fapi_augmenters_blend.html#imgaug.augmenters.blend.HorizontalLinearGradientMaskGen\">HorizontalLinearGradientMaskGen\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Fapi_augmenters_blend.html#imgaug.augmenters.blend.VerticalLinearGradientMaskGen\">VerticalLinearGradientMaskGen\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Fapi_augmenters_blend.html#imgaug.augmenters.blend.RegularGridMaskGen\">RegularGridMaskGen\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Fapi_augmenters_blend.html#imgaug.augmenters.blend.CheckerboardMaskGen\">CheckerboardMaskGen\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Fapi_augmenters_blend.html#imgaug.augmenters.blend.SegMapClassIdsMaskGen\">SegMapClassIdsMaskGen\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Fapi_augmenters_blend.html#imgaug.augmenters.blend.BoundingBoxesMaskGen\">BoundingBoxesMaskGen\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Fapi_augmenters_blend.html#imgaug.augmenters.blend.InvertMaskGen\">InvertMaskGen\u003C\u002Fa>\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\u003Ctd colspan=\"5\">\u003Cstrong>blur\u003C\u002Fstrong>\u003C\u002Ftd>\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fblur.html#gaussianblur\">GaussianBlur\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fblur.html#averageblur\">AverageBlur\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fblur.html#medianblur\">MedianBlur\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fblur.html#bilateralblur\">BilateralBlur\u003C\u002Fa>\u003Cbr\u002F>(sigma_color=250,\u003Cbr\u002F>sigma_space=250)\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fblur.html#motionblur\">MotionBlur\u003C\u002Fa>\u003Cbr\u002F>(angle=0)\u003C\u002Fsub>\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fblur\u002Fgaussianblur.gif\" height=\"148\" width=\"100\" alt=\"GaussianBlur\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fblur\u002Faverageblur.gif\" height=\"148\" width=\"100\" alt=\"AverageBlur\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fblur\u002Fmedianblur.gif\" height=\"148\" width=\"100\" alt=\"MedianBlur\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fblur\u002Fbilateralblur_sigma_color_250_sigma_space_250.gif\" height=\"148\" width=\"100\" alt=\"BilateralBlur sigma_color=250, sigma_space=250\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fblur\u002Fmotionblur_angle_0.gif\" height=\"148\" width=\"100\" alt=\"MotionBlur angle=0\">\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fblur.html#motionblur\">MotionBlur\u003C\u002Fa>\u003Cbr\u002F>(k=5)\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fblur.html#meanshiftblur\">MeanShiftBlur\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fblur\u002Fmotionblur_k_5.gif\" height=\"148\" width=\"100\" alt=\"MotionBlur k=5\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fblur\u002Fmeanshiftblur.gif\" height=\"148\" width=\"100\" alt=\"MeanShiftBlur\">\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\u003Ctd colspan=\"5\">\u003Cstrong>collections\u003C\u002Fstrong>\u003C\u002Ftd>\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcollections.html#randaugment\">RandAugment\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fcollections\u002Frandaugment.gif\" height=\"148\" width=\"100\" alt=\"RandAugment\">\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\u003Ctd colspan=\"5\">\u003Cstrong>color\u003C\u002Fstrong>\u003C\u002Ftd>\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcolor.html#multiplyandaddtobrightness\">MultiplyAndAddToBrightness\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcolor.html#multiplyhueandsaturation\">MultiplyHueAndSaturation\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcolor.html#multiplyhue\">MultiplyHue\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcolor.html#multiplysaturation\">MultiplySaturation\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcolor.html#addtohueandsaturation\">AddToHueAndSaturation\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fcolor\u002Fmultiplyandaddtobrightness.gif\" height=\"148\" width=\"100\" alt=\"MultiplyAndAddToBrightness\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fcolor\u002Fmultiplyhueandsaturation.gif\" height=\"148\" width=\"100\" alt=\"MultiplyHueAndSaturation\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fcolor\u002Fmultiplyhue.gif\" height=\"148\" width=\"100\" alt=\"MultiplyHue\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fcolor\u002Fmultiplysaturation.gif\" height=\"148\" width=\"100\" alt=\"MultiplySaturation\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fcolor\u002Faddtohueandsaturation.gif\" height=\"148\" width=\"100\" alt=\"AddToHueAndSaturation\">\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcolor.html#grayscale\">Grayscale\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcolor.html#removesaturation\">RemoveSaturation\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcolor.html#changecolortemperature\">ChangeColorTemperature\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcolor.html#kmeanscolorquantization\">KMeansColorQuantization\u003C\u002Fa>\u003Cbr\u002F>(to_colorspace=RGB)\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcolor.html#uniformcolorquantization\">UniformColorQuantization\u003C\u002Fa>\u003Cbr\u002F>(to_colorspace=RGB)\u003C\u002Fsub>\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fcolor\u002Fgrayscale.gif\" height=\"148\" width=\"100\" alt=\"Grayscale\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fcolor\u002Fremovesaturation.gif\" height=\"148\" width=\"100\" alt=\"RemoveSaturation\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fcolor\u002Fchangecolortemperature.gif\" height=\"148\" width=\"100\" alt=\"ChangeColorTemperature\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fcolor\u002Fkmeanscolorquantization_to_colorspace_rgb.gif\" height=\"148\" width=\"100\" alt=\"KMeansColorQuantization to_colorspace=RGB\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fcolor\u002Funiformcolorquantization_to_colorspace_rgb.gif\" height=\"148\" width=\"100\" alt=\"UniformColorQuantization to_colorspace=RGB\">\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"5\">See also: \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcolor.html#withcolorspace\">WithColorspace\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcolor.html#withbrightnesschannels\">WithBrightnessChannels\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcolor.html#multiplybrightness\">MultiplyBrightness\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcolor.html#addtobrightness\">AddToBrightness\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcolor.html#withhueandsaturation\">WithHueAndSaturation\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcolor.html#addtohue\">AddToHue\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcolor.html#addtosaturation\">AddToSaturation\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcolor.html#changecolorspace\">ChangeColorspace\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcolor.html#posterize\">Posterize\u003C\u002Fa>\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\u003Ctd colspan=\"5\">\u003Cstrong>contrast\u003C\u002Fstrong>\u003C\u002Ftd>\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcontrast.html#gammacontrast\">GammaContrast\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcontrast.html#gammacontrast\">GammaContrast\u003C\u002Fa>\u003Cbr\u002F>(per_channel=True)\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcontrast.html#sigmoidcontrast\">SigmoidContrast\u003C\u002Fa>\u003Cbr\u002F>(cutoff=0.5)\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcontrast.html#sigmoidcontrast\">SigmoidContrast\u003C\u002Fa>\u003Cbr\u002F>(gain=10)\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcontrast.html#logcontrast\">LogContrast\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fcontrast\u002Fgammacontrast.gif\" height=\"148\" width=\"100\" alt=\"GammaContrast\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fcontrast\u002Fgammacontrast_per_channel_true.gif\" height=\"148\" width=\"100\" alt=\"GammaContrast per_channel=True\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fcontrast\u002Fsigmoidcontrast_cutoff_0_5.gif\" height=\"148\" width=\"100\" alt=\"SigmoidContrast cutoff=0.5\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fcontrast\u002Fsigmoidcontrast_gain_10.gif\" height=\"148\" width=\"100\" alt=\"SigmoidContrast gain=10\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fcontrast\u002Flogcontrast.gif\" height=\"148\" width=\"100\" alt=\"LogContrast\">\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcontrast.html#linearcontrast\">LinearContrast\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcontrast.html#allchannelshistogramequalization\">AllChannels-\u003C\u002Fa>\u003Cbr\u002F>HistogramEqualization\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcontrast.html#histogramequalization\">HistogramEqualization\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcontrast.html#allchannelsclahe\">AllChannelsCLAHE\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcontrast.html#clahe\">CLAHE\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fcontrast\u002Flinearcontrast.gif\" height=\"148\" width=\"100\" alt=\"LinearContrast\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fcontrast\u002Fallchannels_histogramequalization.gif\" height=\"148\" width=\"100\" alt=\"AllChannels- HistogramEqualization\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fcontrast\u002Fhistogramequalization.gif\" height=\"148\" width=\"100\" alt=\"HistogramEqualization\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fcontrast\u002Fallchannelsclahe.gif\" height=\"148\" width=\"100\" alt=\"AllChannelsCLAHE\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fcontrast\u002Fclahe.gif\" height=\"148\" width=\"100\" alt=\"CLAHE\">\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"5\">See also: \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcontrast.html#equalize\">Equalize\u003C\u002Fa>\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\u003Ctd colspan=\"5\">\u003Cstrong>convolutional\u003C\u002Fstrong>\u003C\u002Ftd>\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fconvolutional.html#sharpen\">Sharpen\u003C\u002Fa>\u003Cbr\u002F>(alpha=1)\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fconvolutional.html#emboss\">Emboss\u003C\u002Fa>\u003Cbr\u002F>(alpha=1)\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fconvolutional.html#edgedetect\">EdgeDetect\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fconvolutional.html#directededgedetect\">DirectedEdgeDetect\u003C\u002Fa>\u003Cbr\u002F>(alpha=1)\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fconvolutional\u002Fsharpen_alpha_1.gif\" height=\"148\" width=\"100\" alt=\"Sharpen alpha=1\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fconvolutional\u002Femboss_alpha_1.gif\" height=\"148\" width=\"100\" alt=\"Emboss alpha=1\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fconvolutional\u002Fedgedetect.gif\" height=\"148\" width=\"100\" alt=\"EdgeDetect\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fconvolutional\u002Fdirectededgedetect_alpha_1.gif\" height=\"148\" width=\"100\" alt=\"DirectedEdgeDetect alpha=1\">\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"5\">See also: \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fconvolutional.html#convolve\">Convolve\u003C\u002Fa>\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"5\">\u003Cstrong>debug\u003C\u002Fstrong>\u003C\u002Ftd>\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"5\">See also: \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fdebug.html#savedebugimageeverynbatches\">SaveDebugImageEveryNBatches\u003C\u002Fa>\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\u003Ctd colspan=\"5\">\u003Cstrong>edges\u003C\u002Fstrong>\u003C\u002Ftd>\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fedges.html#canny\">Canny\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fedges\u002Fcanny.gif\" height=\"148\" width=\"100\" alt=\"Canny\">\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\u003Ctd colspan=\"5\">\u003Cstrong>flip\u003C\u002Fstrong>\u003C\u002Ftd>\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"2\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fflip.html#fliplr\">Fliplr\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"2\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fflip.html#flipud\">Flipud\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"2\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fflip\u002Ffliplr.gif\" height=\"148\" width=\"300\" alt=\"Fliplr\">\u003C\u002Ftd>\n\u003Ctd colspan=\"2\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fflip\u002Fflipud.gif\" height=\"148\" width=\"300\" alt=\"Flipud\">\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"5\">See also: \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcolor.html#horizontalflip\">HorizontalFlip\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fcolor.html#verticalflip\">VerticalFlip\u003C\u002Fa>\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\u003Ctd colspan=\"5\">\u003Cstrong>geometric\u003C\u002Fstrong>\u003C\u002Ftd>\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"2\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fgeometric.html#affine\">Affine\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"2\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fgeometric.html#affine\">Affine: Modes\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"2\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fgeometric\u002Faffine.gif\" height=\"148\" width=\"300\" alt=\"Affine\">\u003C\u002Ftd>\n\u003Ctd colspan=\"2\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fgeometric\u002Faffine_modes.gif\" height=\"148\" width=\"300\" alt=\"Affine: Modes\">\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"2\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fgeometric.html#affine\">Affine: cval\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"2\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fgeometric.html#piecewiseaffine\">PiecewiseAffine\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"2\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fgeometric\u002Faffine_cval.gif\" height=\"148\" width=\"300\" alt=\"Affine: cval\">\u003C\u002Ftd>\n\u003Ctd colspan=\"2\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fgeometric\u002Fpiecewiseaffine.gif\" height=\"148\" width=\"300\" alt=\"PiecewiseAffine\">\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"2\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fgeometric.html#perspectivetransform\">PerspectiveTransform\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"2\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fgeometric.html#elastictransformation\">ElasticTransformation\u003C\u002Fa>\u003Cbr\u002F>(sigma=1.0)\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"2\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fgeometric\u002Fperspectivetransform.gif\" height=\"148\" width=\"300\" alt=\"PerspectiveTransform\">\u003C\u002Ftd>\n\u003Ctd colspan=\"2\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fgeometric\u002Felastictransformation_sigma_1_0.gif\" height=\"148\" width=\"300\" alt=\"ElasticTransformation sigma=1.0\">\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"2\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fgeometric.html#elastictransformation\">ElasticTransformation\u003C\u002Fa>\u003Cbr\u002F>(sigma=4.0)\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"2\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fgeometric.html#rot90\">Rot90\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"2\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fgeometric\u002Felastictransformation_sigma_4_0.gif\" height=\"148\" width=\"300\" alt=\"ElasticTransformation sigma=4.0\">\u003C\u002Ftd>\n\u003Ctd colspan=\"2\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fgeometric\u002Frot90.gif\" height=\"148\" width=\"300\" alt=\"Rot90\">\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"2\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fgeometric.html#withpolarwarping\">WithPolarWarping\u003C\u002Fa>\u003Cbr\u002F>+Affine\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"2\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fgeometric.html#jigsaw\">Jigsaw\u003C\u002Fa>\u003Cbr\u002F>(5x5 grid)\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"2\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fgeometric\u002Fwithpolarwarping_affine.gif\" height=\"148\" width=\"300\" alt=\"WithPolarWarping +Affine\">\u003C\u002Ftd>\n\u003Ctd colspan=\"2\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fgeometric\u002Fjigsaw_5x5_grid.gif\" height=\"148\" width=\"300\" alt=\"Jigsaw 5x5 grid\">\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"5\">See also: \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fgeometric.html#scalex\">ScaleX\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fgeometric.html#scaley\">ScaleY\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fgeometric.html#translatex\">TranslateX\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fgeometric.html#translatey\">TranslateY\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fgeometric.html#rotate\">Rotate\u003C\u002Fa>\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\u003Ctd colspan=\"5\">\u003Cstrong>imgcorruptlike\u003C\u002Fstrong>\u003C\u002Ftd>\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fimgcorruptlike.html#glassblur\">GlassBlur\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fimgcorruptlike.html#defocusblur\">DefocusBlur\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fimgcorruptlike.html#zoomblur\">ZoomBlur\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fimgcorruptlike.html#snow\">Snow\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fimgcorruptlike.html#spatter\">Spatter\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fimgcorruptlike\u002Fglassblur.gif\" height=\"148\" width=\"100\" alt=\"GlassBlur\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fimgcorruptlike\u002Fdefocusblur.gif\" height=\"148\" width=\"100\" alt=\"DefocusBlur\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fimgcorruptlike\u002Fzoomblur.gif\" height=\"148\" width=\"100\" alt=\"ZoomBlur\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fimgcorruptlike\u002Fsnow.gif\" height=\"148\" width=\"100\" alt=\"Snow\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fimgcorruptlike\u002Fspatter.gif\" height=\"148\" width=\"100\" alt=\"Spatter\">\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"5\">See also: \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fimgcorruptlike.html#gaussiannoise\">GaussianNoise\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fimgcorruptlike.html#shotnoise\">ShotNoise\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fimgcorruptlike.html#impulsenoise\">ImpulseNoise\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fimgcorruptlike.html#specklenoise\">SpeckleNoise\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fimgcorruptlike.html#gaussianblur\">GaussianBlur\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fimgcorruptlike.html#motionblur\">MotionBlur\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fimgcorruptlike.html#fog\">Fog\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fimgcorruptlike.html#frost\">Frost\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fimgcorruptlike.html#contrast\">Contrast\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fimgcorruptlike.html#brightness\">Brightness\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fimgcorruptlike.html#saturate\">Saturate\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fimgcorruptlike.html#jpegcompression\">JpegCompression\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fimgcorruptlike.html#pixelate\">Pixelate\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fimgcorruptlike.html#elastictransform\">ElasticTransform\u003C\u002Fa>\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\u003Ctd colspan=\"5\">\u003Cstrong>pillike\u003C\u002Fstrong>\u003C\u002Ftd>\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fpillike.html#autocontrast\">Autocontrast\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fpillike.html#enhancecolor\">EnhanceColor\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fpillike.html#enhancesharpness\">EnhanceSharpness\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fpillike.html#filteredgeenhancemore\">FilterEdgeEnhanceMore\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fpillike.html#filtercontour\">FilterContour\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fpillike\u002Fautocontrast.gif\" height=\"148\" width=\"100\" alt=\"Autocontrast\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fpillike\u002Fenhancecolor.gif\" height=\"148\" width=\"100\" alt=\"EnhanceColor\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fpillike\u002Fenhancesharpness.gif\" height=\"148\" width=\"100\" alt=\"EnhanceSharpness\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fpillike\u002Ffilteredgeenhancemore.gif\" height=\"148\" width=\"100\" alt=\"FilterEdgeEnhanceMore\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fpillike\u002Ffiltercontour.gif\" height=\"148\" width=\"100\" alt=\"FilterContour\">\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"5\">See also: \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fpillike.html#solarize\">Solarize\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fpillike.html#posterize\">Posterize\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fpillike.html#equalize\">Equalize\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fpillike.html#enhancecontrast\">EnhanceContrast\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fpillike.html#enhancebrightness\">EnhanceBrightness\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fpillike.html#filterblur\">FilterBlur\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fpillike.html#filtersmooth\">FilterSmooth\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fpillike.html#filtersmoothmore\">FilterSmoothMore\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fpillike.html#filteredgeenhance\">FilterEdgeEnhance\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fpillike.html#filterfindedges\">FilterFindEdges\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fpillike.html#filteremboss\">FilterEmboss\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fpillike.html#filtersharpen\">FilterSharpen\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fpillike.html#filterdetail\">FilterDetail\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fpillike.html#affine\">Affine\u003C\u002Fa>\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\u003Ctd colspan=\"5\">\u003Cstrong>pooling\u003C\u002Fstrong>\u003C\u002Ftd>\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fpooling.html#averagepooling\">AveragePooling\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fpooling.html#maxpooling\">MaxPooling\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fpooling.html#minpooling\">MinPooling\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fpooling.html#medianpooling\">MedianPooling\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fpooling\u002Faveragepooling.gif\" height=\"148\" width=\"100\" alt=\"AveragePooling\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fpooling\u002Fmaxpooling.gif\" height=\"148\" width=\"100\" alt=\"MaxPooling\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fpooling\u002Fminpooling.gif\" height=\"148\" width=\"100\" alt=\"MinPooling\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fpooling\u002Fmedianpooling.gif\" height=\"148\" width=\"100\" alt=\"MedianPooling\">\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\u003Ctd colspan=\"5\">\u003Cstrong>segmentation\u003C\u002Fstrong>\u003C\u002Ftd>\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsegmentation.html#superpixels\">Superpixels\u003C\u002Fa>\u003Cbr\u002F>(p_replace=1)\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsegmentation.html#superpixels\">Superpixels\u003C\u002Fa>\u003Cbr\u002F>(n_segments=100)\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsegmentation.html#uniformvoronoi\">UniformVoronoi\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsegmentation.html#regulargridvoronoi\">RegularGridVoronoi: rows\u002Fcols\u003C\u002Fa>\u003Cbr\u002F>(p_drop_points=0)\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsegmentation.html#regulargridvoronoi\">RegularGridVoronoi: p_drop_points\u003C\u002Fa>\u003Cbr\u002F>(n_rows=n_cols=30)\u003C\u002Fsub>\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fsegmentation\u002Fsuperpixels_p_replace_1.gif\" height=\"148\" width=\"100\" alt=\"Superpixels p_replace=1\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fsegmentation\u002Fsuperpixels_n_segments_100.gif\" height=\"148\" width=\"100\" alt=\"Superpixels n_segments=100\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fsegmentation\u002Funiformvoronoi.gif\" height=\"148\" width=\"100\" alt=\"UniformVoronoi\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fsegmentation\u002Fregulargridvoronoi_rows_cols_p_drop_points_0.gif\" height=\"148\" width=\"100\" alt=\"RegularGridVoronoi: rows\u002Fcols p_drop_points=0\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fsegmentation\u002Fregulargridvoronoi_p_drop_points_n_rows_n_cols_30.gif\" height=\"148\" width=\"100\" alt=\"RegularGridVoronoi: p_drop_points n_rows=n_cols=30\">\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsegmentation.html#regulargridvoronoi\">RegularGridVoronoi: p_replace\u003C\u002Fa>\u003Cbr\u002F>(n_rows=n_cols=16)\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fsegmentation\u002Fregulargridvoronoi_p_replace_n_rows_n_cols_16.gif\" height=\"148\" width=\"100\" alt=\"RegularGridVoronoi: p_replace n_rows=n_cols=16\">\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"5\">See also: \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsegmentation.html#voronoi\">Voronoi\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsegmentation.html#relativeregulargridvoronoi\">RelativeRegularGridVoronoi\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Fapi_augmenters_segmentation.html#imgaug.augmenters.segmentation.RegularGridPointsSampler\">RegularGridPointsSampler\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Fapi_augmenters_segmentation.html#imgaug.augmenters.segmentation.RelativeRegularGridPointsSampler\">RelativeRegularGridPointsSampler\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Fapi_augmenters_segmentation.html#imgaug.augmenters.segmentation.DropoutPointsSampler\">DropoutPointsSampler\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Fapi_augmenters_segmentation.html#imgaug.augmenters.segmentation.UniformPointsSampler\">UniformPointsSampler\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Fapi_augmenters_segmentation.html#imgaug.augmenters.segmentation.SubsamplingPointsSampler\">SubsamplingPointsSampler\u003C\u002Fa>\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\u003Ctd colspan=\"5\">\u003Cstrong>size\u003C\u002Fstrong>\u003C\u002Ftd>\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"2\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsize.html#cropandpad\">CropAndPad\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"2\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsize.html#crop\">Crop\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"2\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fsize\u002Fcropandpad.gif\" height=\"148\" width=\"300\" alt=\"CropAndPad\">\u003C\u002Ftd>\n\u003Ctd colspan=\"2\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fsize\u002Fcrop.gif\" height=\"148\" width=\"300\" alt=\"Crop\">\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"2\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsize.html#pad\">Pad\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"2\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsize.html#padtofixedsize\">PadToFixedSize\u003C\u002Fa>\u003Cbr\u002F>(height'=height+32,\u003Cbr\u002F>width'=width+32)\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"2\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fsize\u002Fpad.gif\" height=\"148\" width=\"300\" alt=\"Pad\">\u003C\u002Ftd>\n\u003Ctd colspan=\"2\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fsize\u002Fpadtofixedsize_height_height_32_width_width_32.gif\" height=\"148\" width=\"300\" alt=\"PadToFixedSize height'=height+32, width'=width+32\">\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"2\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsize.html#croptofixedsize\">CropToFixedSize\u003C\u002Fa>\u003Cbr\u002F>(height'=height-32,\u003Cbr\u002F>width'=width-32)\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"2\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fsize\u002Fcroptofixedsize_height_height_32_width_width_32.gif\" height=\"148\" width=\"300\" alt=\"CropToFixedSize height'=height-32, width'=width-32\">\u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003Ctd> \u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"5\">See also: \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsize.html#resize\">Resize\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsize.html#croptomultiplesof\">CropToMultiplesOf\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsize.html#padtomultiplesof\">PadToMultiplesOf\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsize.html#croptopowersof\">CropToPowersOf\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsize.html#padtopowersof\">PadToPowersOf\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsize.html#croptoaspectratio\">CropToAspectRatio\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsize.html#padtoaspectratio\">PadToAspectRatio\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsize.html#croptosquare\">CropToSquare\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsize.html#padtosquare\">PadToSquare\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsize.html#centercroptofixedsize\">CenterCropToFixedSize\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsize.html#centerpadtofixedsize\">CenterPadToFixedSize\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsize.html#centercroptomultiplesof\">CenterCropToMultiplesOf\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsize.html#centerpadtomultiplesof\">CenterPadToMultiplesOf\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsize.html#centercroptopowersof\">CenterCropToPowersOf\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsize.html#centerpadtopowersof\">CenterPadToPowersOf\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsize.html#centercroptoaspectratio\">CenterCropToAspectRatio\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsize.html#centerpadtoaspectratio\">CenterPadToAspectRatio\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsize.html#centercroptosquare\">CenterCropToSquare\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsize.html#centerpadtosquare\">CenterPadToSquare\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fsize.html#keepsizebyresize\">KeepSizeByResize\u003C\u002Fa>\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\u003Ctd colspan=\"5\">\u003Cstrong>weather\u003C\u002Fstrong>\u003C\u002Ftd>\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fweather.html#fastsnowylandscape\">FastSnowyLandscape\u003C\u002Fa>\u003Cbr\u002F>(lightness_multiplier=2.0)\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fweather.html#clouds\">Clouds\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fweather.html#fog\">Fog\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fweather.html#snowflakes\">Snowflakes\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Csub>\u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fweather.html#rain\">Rain\u003C\u002Fa>\u003C\u002Fsub>\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fweather\u002Ffastsnowylandscape_lightness_multiplier_2_0.gif\" height=\"144\" width=\"128\" alt=\"FastSnowyLandscape lightness_multiplier=2.0\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fweather\u002Fclouds.gif\" height=\"144\" width=\"128\" alt=\"Clouds\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fweather\u002Ffog.gif\" height=\"144\" width=\"128\" alt=\"Fog\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fweather\u002Fsnowflakes.gif\" height=\"144\" width=\"128\" alt=\"Snowflakes\">\u003C\u002Ftd>\n\u003Ctd colspan=\"1\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Faleju\u002Fimgaug-doc\u002Fmaster\u002Freadme_images\u002Faugmenter_videos\u002Fweather\u002Frain.gif\" height=\"144\" width=\"128\" alt=\"Rain\">\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd colspan=\"5\">See also: \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fweather.html#cloudlayer\">CloudLayer\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fweather.html#snowflakeslayer\">SnowflakesLayer\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fimgaug.readthedocs.io\u002Fen\u002Flatest\u002Fsource\u002Foverview\u002Fweather.html#rainlayer\">RainLayer\u003C\u002Fa>\u003C\u002Ftd>\n\u003C\u002Ftr>\n\n\u003C\u002Ftable>\n\n\n\n\u003Ca name=\"code_examples\"\u002F>\n\n\n## Code Examples\n\n### Example: Simple Training Setting\n\nA standard machine learning situation.\nTrain on batches of images and augment each batch via crop, horizontal\nflip (\"Fliplr\") and gaussian blur:\n```python\nimport numpy as np\nimport imgaug.augmenters as iaa\n\ndef load_batch(batch_idx):\n    # dummy function, implement this\n    # Return a numpy array of shape (N, height, width, #channels)\n    # or a list of (height, width, #channels) arrays (may have different image\n    # sizes).\n    # Images should be in RGB for colorspace augmentations.\n    # (cv2.imread() returns BGR!)\n    # Images should usually be in uint8 with values from 0-255.\n    return np.zeros((128, 32, 32, 3), dtype=np.uint8) + (batch_idx % 255)\n\ndef train_on_images(images):\n    # dummy function, implement this\n    pass\n\n# Pipeline:\n# (1) Crop images from each side by 1-16px, do not resize the results\n#     images back to the input size. Keep them at the cropped size.\n# (2) Horizontally flip 50% of the image","imgaug 是一个用于机器学习实验的图像增强 Python 库。它能够将一组输入图像转换为大量经过轻微修改的新图像，支持包括仿射变换、对比度调整、裁剪等多种图像增强技术，并且还能够处理热图、分割图、关键点和边界框等数据类型，确保在进行图像增强时这些相关数据也能同步变化。该项目广泛适用于需要增加训练数据多样性的深度学习任务中，如计算机视觉领域的物体检测、语义分割等应用场景。",2,"2026-06-11 03:23:49","top_topic"]