Albumentations
@albumentations
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Albumentations: A fast and flexible image augmentation library for machine learning by @viglovikov
San Fransico, CA
Joined February 2024
Example notebook on how to use semantic label swapping in AlbumentationsX As a bonus - a comparison of 68 keypoint detection with and without augmentations. The difference is 23% in NME (Normalized mean error) https://t.co/2UlgNqDhtU
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Albumentations 2.0.12 release: https://t.co/ANRYcN7GB0 Added label_mapping parameter to KeypointParams for automatic semantic label swapping during orientation-changing transforms - HorizontalFlip - VerticalFlip - D4 - SquareSymmetry
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Using LUT for image processing in @albumentations is one of the secrets that makes the library working much faster than torchvision or @kornia_foss. Benchmark: https://t.co/Gp2Awhu3SL And upgrading cv2.LUT to strinzgilla by @ashvardanian made pipelines even faster
albumentations.ai
Comprehensive documentation for the Albumentations library
A string library beating OpenCV at image processing by 4x?! It happened when @viglovikov integrated StringZilla into @albumentations (100M+ downloads) last year Sometimes the best image processing solution... isn't about images at all 😎 https://t.co/bSLEcMEmz7
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Added Project Jupyter notebook that shows how to use Keras V3 with @albumentations for a cat dog classification: https://t.co/Co0ARF2t9A
albumentations.ai
Comprehensive documentation for the Albumentations library
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Added jupyter notebook on how to use @albumentations in @ultralytics for object detection: by Andrei Alkhouski https://t.co/HNsaTs9RR2
albumentations.ai
Comprehensive documentation for the Albumentations library
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Albumentations 2.0.11 release: https://t.co/w8IGk5FZbz Can use Pillow for resize. Affected transforms: - Resize - RandomScale - LongestMaxSize - SmallestMaxSize - RandomSizedCrop - RandomResizedCrop - Downscale
github.com
Resize backends Added Pillow backend for resize. Now you can Pillow, OpenCV, pyvips To pick resize backend: Pillow pip install pillow export ALBUMENTATIONS_RESIZE=pillow Pyvips pip install pvips ex...
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Albumentations 2.0.10 is out 🚀 https://t.co/aE5IhAJp7j - New transform Dithering - Removed checks for version updates - Can use Pyvips library for resize - Various speedups and bugfixes Thanks Tanya Karvat and Federico Pozzi for high quality contributions
github.com
Core Disabled check for updates on albumentations init Optionally can use Pyvips library for resize by @federicopozzi33 New transform Dithering Supports all algorithms from wiki by @ternaus Spee...
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@mervenoyann - @albumentations - couldn't live without it when data imbalance occurs - torchvision and supervision
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📊 @albumentations monthly update (May 2025) - 💰 $275 (+0) in monthly donations - 450(+0.67%) authorized users in UI tool - 5.7M (-12%) in downloads
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Albumentations 2.0.8 is out 🚀 – New: area_for_downscale param (cv2.INTER_AREA for better downscaling to RandomSizedCrop and RandomResizedCrop) – Speedups on videos in Dropout and Pad transforms 🔗 https://t.co/FOOUxTbjZI
https://t.co/Ke2JvxkRw5
#CVKMD
#DL #PyTorch
albumentations.ai
Get release announcements, feature updates, and tutorials directly from the core team.
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Made my first open source contribution today to a ML tool @albumentations with 14.9k stars on GitHub. Daunting at first because of my inexperience, but @viglovikov has truly been a great mentor. Hidden gem for anyone wanting to get top-class mentorship in ML/AI.
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Albumentations 2.0.7 is out 🚀 – New: area_for_downscale param (cv2.INTER_AREA for better downscaling) – Support empty mask lists – Fix: ToFloat serialization 🔗 https://t.co/pjzRFELjRZ 🔔 https://t.co/Ke2JvxkRw5
#CV #DL #PyTorch #Python
albumentations.ai
Get release announcements, feature updates, and tutorials directly from the core team.
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🚀@albumentations 2.0.6 is released https://t.co/ueZ85eWPQR Added Mosaic Transform. Works on image, mask, keypoints, bounding boxes #computervision #python #deeplearning #ML #datascience #imageaugmentation #OpenSource #albumentations #dataaugmentation
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@cognition_labs Checked for @albumentations It is very high quality doc: https://t.co/fvAyENZRGX In documentation that I have at https://t.co/iomNzjyZEE I just claim that we do this and that, which could be outdated and does not provide link to the source of the claim. But here it does.
albumentations.ai
Comprehensive documentation for the Albumentations library
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📊@albumentations monthly update (February 2025) - 💰 $375 (+$70) in monthly donations - 📈 7.2M (+16.7%) monthly downloads - 🏢 32.3K projects using it - ⭐ 14.6K GitHub stars - 📝 2.4K paper citations #computervision #deeplearning #python #albumentations
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🚀 @albumentations 2.0.5 is released 🚀 🔗 https://t.co/0ylEDdKF8e - 2.5 speedup of GaussianBlur - Speedups in 10 helper function by @codeflashAI team #computervision #python #deeplearning #ML #datascience #imageaugmentation #OpenSource #albumentations #dataaugmentation
github.com
Support Our Work Transforms Speedups Bug fixes Support Our Work Help Us Grow - If you find value in Albumentations, consider becoming a sponsor. Every contribution, no matter the size, helps us m...
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