albumentations-team

albumentations-team/AlbumentationsX

Next-generation Albumentations: dual-licensed for open-source and commercial use

502 stars 31 forks 502 watchers Python Other

3d augmentation bounding-box computer-vision data-augmentation deep-learning deeplearning image-augmentation image-classification image-processing image-segmentations instance-segmentation keypoint-detection machine-learning medical-imaging object-detection python pytorch segmentation tensorflow

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22 Open Issues Need Help Last updated: Jul 12, 2026

Open Issues Need Help

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[Performance] Add a native batched resize path for MaxSizeTransform 21 days ago

enhancement help wanted

albumentations-team/AlbumentationsX

502

Next-generation Albumentations: dual-licensed for open-source and commercial use

Python

#3d#augmentation#bounding-box#computer-vision#data-augmentation#deep-learning#deeplearning#image-augmentation#image-classification#image-processing#image-segmentations#instance-segmentation#keypoint-detection#machine-learning#medical-imaging#object-detection#python#pytorch#segmentation#tensorflow

[Performance] Add a native batched JPEG/WebP codec path for ImageCompression 21 days ago

enhancement help wanted

albumentations-team/AlbumentationsX

502

Next-generation Albumentations: dual-licensed for open-source and commercial use

Python

#3d#augmentation#bounding-box#computer-vision#data-augmentation#deep-learning#deeplearning#image-augmentation#image-classification#image-processing#image-segmentations#instance-segmentation#keypoint-detection#machine-learning#medical-imaging#object-detection#python#pytorch#segmentation#tensorflow

Continuous Performance Improvements 21 days ago

enhancement help wanted

albumentations-team/AlbumentationsX

502

Next-generation Albumentations: dual-licensed for open-source and commercial use

Python

#3d#augmentation#bounding-box#computer-vision#data-augmentation#deep-learning#deeplearning#image-augmentation#image-classification#image-processing#image-segmentations#instance-segmentation#keypoint-detection#machine-learning#medical-imaging#object-detection#python#pytorch#segmentation#tensorflow

[Performance] Remove the per-image loop from Illumination.apply_to_images 21 days ago

enhancement help wanted

albumentations-team/AlbumentationsX

502

Next-generation Albumentations: dual-licensed for open-source and commercial use

Python

#3d#augmentation#bounding-box#computer-vision#data-augmentation#deep-learning#deeplearning#image-augmentation#image-classification#image-processing#image-segmentations#instance-segmentation#keypoint-detection#machine-learning#medical-imaging#object-detection#python#pytorch#segmentation#tensorflow

[Performance] Add a native batched convolution path for MotionBlur 21 days ago

enhancement help wanted

albumentations-team/AlbumentationsX

502

Next-generation Albumentations: dual-licensed for open-source and commercial use

Python

#3d#augmentation#bounding-box#computer-vision#data-augmentation#deep-learning#deeplearning#image-augmentation#image-classification#image-processing#image-segmentations#instance-segmentation#keypoint-detection#machine-learning#medical-imaging#object-detection#python#pytorch#segmentation#tensorflow

[Performance] Add a native batched convolution path for RingingOvershoot 21 days ago

enhancement help wanted

albumentations-team/AlbumentationsX

502

Next-generation Albumentations: dual-licensed for open-source and commercial use

Python

#3d#augmentation#bounding-box#computer-vision#data-augmentation#deep-learning#deeplearning#image-augmentation#image-classification#image-processing#image-segmentations#instance-segmentation#keypoint-detection#machine-learning#medical-imaging#object-detection#python#pytorch#segmentation#tensorflow

[Performance] Reuse a shared flare layer across RandomSunFlare batches 21 days ago

enhancement help wanted

albumentations-team/AlbumentationsX

502

Next-generation Albumentations: dual-licensed for open-source and commercial use

Python

#3d#augmentation#bounding-box#computer-vision#data-augmentation#deep-learning#deeplearning#image-augmentation#image-classification#image-processing#image-segmentations#instance-segmentation#keypoint-detection#machine-learning#medical-imaging#object-detection#python#pytorch#segmentation#tensorflow

[Performance] Rasterize RandomShadow masks once per image batch 21 days ago

enhancement help wanted

albumentations-team/AlbumentationsX

502

Next-generation Albumentations: dual-licensed for open-source and commercial use

Python

#3d#augmentation#bounding-box#computer-vision#data-augmentation#deep-learning#deeplearning#image-augmentation#image-classification#image-processing#image-segmentations#instance-segmentation#keypoint-detection#machine-learning#medical-imaging#object-detection#python#pytorch#segmentation#tensorflow

[Performance] Benchmark the existing PlasmaBrightnessContrast batch path 21 days ago

enhancement help wanted

albumentations-team/AlbumentationsX

502

Next-generation Albumentations: dual-licensed for open-source and commercial use

Python

#3d#augmentation#bounding-box#computer-vision#data-augmentation#deep-learning#deeplearning#image-augmentation#image-classification#image-processing#image-segmentations#instance-segmentation#keypoint-detection#machine-learning#medical-imaging#object-detection#python#pytorch#segmentation#tensorflow

[Performance] Add a native batched SLIC path for Superpixels 21 days ago

enhancement help wanted

albumentations-team/AlbumentationsX

502

Next-generation Albumentations: dual-licensed for open-source and commercial use

Python

#3d#augmentation#bounding-box#computer-vision#data-augmentation#deep-learning#deeplearning#image-augmentation#image-classification#image-processing#image-segmentations#instance-segmentation#keypoint-detection#machine-learning#medical-imaging#object-detection#python#pytorch#segmentation#tensorflow

[Performance] Vectorize Spatter.apply_to_images 21 days ago

enhancement help wanted

albumentations-team/AlbumentationsX

502

Next-generation Albumentations: dual-licensed for open-source and commercial use

Python

#3d#augmentation#bounding-box#computer-vision#data-augmentation#deep-learning#deeplearning#image-augmentation#image-classification#image-processing#image-segmentations#instance-segmentation#keypoint-detection#machine-learning#medical-imaging#object-detection#python#pytorch#segmentation#tensorflow

[Performance] Vectorize ShotNoise.apply_to_images without changing RNG semantics 21 days ago

enhancement help wanted

albumentations-team/AlbumentationsX

502

Next-generation Albumentations: dual-licensed for open-source and commercial use

Python

#3d#augmentation#bounding-box#computer-vision#data-augmentation#deep-learning#deeplearning#image-augmentation#image-classification#image-processing#image-segmentations#instance-segmentation#keypoint-detection#machine-learning#medical-imaging#object-detection#python#pytorch#segmentation#tensorflow

[Performance] Add a faster native batch remap path for BaseDistortion 21 days ago

enhancement help wanted

albumentations-team/AlbumentationsX

502

Next-generation Albumentations: dual-licensed for open-source and commercial use

Python

#3d#augmentation#bounding-box#computer-vision#data-augmentation#deep-learning#deeplearning#image-augmentation#image-classification#image-processing#image-segmentations#instance-segmentation#keypoint-detection#machine-learning#medical-imaging#object-detection#python#pytorch#segmentation#tensorflow

Feature request: Add `LetterBox` transform 4 months ago

good first issue

albumentations-team/AlbumentationsX

502

Next-generation Albumentations: dual-licensed for open-source and commercial use

Python

#3d#augmentation#bounding-box#computer-vision#data-augmentation#deep-learning#deeplearning#image-augmentation#image-classification#image-processing#image-segmentations#instance-segmentation#keypoint-detection#machine-learning#medical-imaging#object-detection#python#pytorch#segmentation#tensorflow

[Feature request] Add apply_to_images to Perspective 5 months ago

enhancement good first issue

albumentations-team/AlbumentationsX

502

Next-generation Albumentations: dual-licensed for open-source and commercial use

Python

#3d#augmentation#bounding-box#computer-vision#data-augmentation#deep-learning#deeplearning#image-augmentation#image-classification#image-processing#image-segmentations#instance-segmentation#keypoint-detection#machine-learning#medical-imaging#object-detection#python#pytorch#segmentation#tensorflow

[Feature request] Add apply_to_images to Affine 5 months ago

enhancement good first issue

albumentations-team/AlbumentationsX

502

Next-generation Albumentations: dual-licensed for open-source and commercial use

Python

#3d#augmentation#bounding-box#computer-vision#data-augmentation#deep-learning#deeplearning#image-augmentation#image-classification#image-processing#image-segmentations#instance-segmentation#keypoint-detection#machine-learning#medical-imaging#object-detection#python#pytorch#segmentation#tensorflow

Check that all `maybe_process_in_chunks` are needed 5 months ago

enhancement good first issue

albumentations-team/AlbumentationsX

502

Next-generation Albumentations: dual-licensed for open-source and commercial use

Python

#3d#augmentation#bounding-box#computer-vision#data-augmentation#deep-learning#deeplearning#image-augmentation#image-classification#image-processing#image-segmentations#instance-segmentation#keypoint-detection#machine-learning#medical-imaging#object-detection#python#pytorch#segmentation#tensorflow

Inventory OpenCV transforms that require multi-channel support beyond current limits 5 months ago

good first issue

albumentations-team/AlbumentationsX

502

Next-generation Albumentations: dual-licensed for open-source and commercial use

Python

#3d#augmentation#bounding-box#computer-vision#data-augmentation#deep-learning#deeplearning#image-augmentation#image-classification#image-processing#image-segmentations#instance-segmentation#keypoint-detection#machine-learning#medical-imaging#object-detection#python#pytorch#segmentation#tensorflow

[Feature request] Add apply_to_images to ToRGB about 1 year ago

AI Summary: The task is to add the `apply_to_images` functionality to the `ToRGB` transformation in the AlbumentationsX library. This involves modifying the existing `ToRGB` class to accept and process image data in a way consistent with other transformations that support batch processing via `apply_to_images`. The fix references a similar issue in the original Albumentations library, suggesting a potential solution path.

Complexity: 3/5

enhancement good first issue

albumentations-team/AlbumentationsX

502

Next-generation Albumentations: dual-licensed for open-source and commercial use

Python

#3d#augmentation#bounding-box#computer-vision#data-augmentation#deep-learning#deeplearning#image-augmentation#image-classification#image-processing#image-segmentations#instance-segmentation#keypoint-detection#machine-learning#medical-imaging#object-detection#python#pytorch#segmentation#tensorflow

[Feature request] Add apply_to_images to ZoomBlur about 1 year ago

AI Summary: The task is to add the `apply_to_images` functionality to the `ZoomBlur` augmentation in the AlbumentationsX library. This involves modifying the existing `ZoomBlur` class to allow for applying the transformation only to image data, while leaving other data types (masks, bounding boxes, keypoints) unchanged, similar to how it's handled in other augmentations.

Complexity: 4/5

enhancement good first issue

albumentations-team/AlbumentationsX

502

Next-generation Albumentations: dual-licensed for open-source and commercial use

Python

#3d#augmentation#bounding-box#computer-vision#data-augmentation#deep-learning#deeplearning#image-augmentation#image-classification#image-processing#image-segmentations#instance-segmentation#keypoint-detection#machine-learning#medical-imaging#object-detection#python#pytorch#segmentation#tensorflow

[Feature request] Add apply_to_images to PixelDropout about 1 year ago

AI Summary: The task is to add the `apply_to_images` functionality to the `PixelDropout` augmentation in the AlbumentationsX library. This involves modifying the existing `PixelDropout` class to accept and process an `apply_to_images` parameter, ensuring it correctly handles image transformations while maintaining compatibility with other AlbumentationsX features.

Complexity: 4/5

enhancement good first issue

albumentations-team/AlbumentationsX

502

Next-generation Albumentations: dual-licensed for open-source and commercial use

Python

#3d#augmentation#bounding-box#computer-vision#data-augmentation#deep-learning#deeplearning#image-augmentation#image-classification#image-processing#image-segmentations#instance-segmentation#keypoint-detection#machine-learning#medical-imaging#object-detection#python#pytorch#segmentation#tensorflow

[New transforms] Add parameter tweaks in other than HSV space. about 1 year ago

AI Summary: Implement the ability to adjust parameters (brightness, contrast, saturation, etc.) in color spaces other than HSV within the AlbumentationsX library. This involves adding new parameters or modifying existing ones in relevant transformation functions to support alternative color spaces like LAB, YUV, etc., ensuring backward compatibility and thorough testing.

Complexity: 4/5

enhancement good first issue

albumentations-team/AlbumentationsX

502

Next-generation Albumentations: dual-licensed for open-source and commercial use

Python

#3d#augmentation#bounding-box#computer-vision#data-augmentation#deep-learning#deeplearning#image-augmentation#image-classification#image-processing#image-segmentations#instance-segmentation#keypoint-detection#machine-learning#medical-imaging#object-detection#python#pytorch#segmentation#tensorflow