# Albumentations > Albumentations is the fastest and most feature-rich Python library for image augmentation. > Used by 50,000+ ML practitioners and integrated into major frameworks (PyTorch, TensorFlow, Keras). > Actively maintained as AlbumentationsX under AGPL-3.0-only; separately negotiated commercial terms may be available. ## Optional - [llms-full.txt](https://albumentations.ai/llms-full.txt): Full content for LLMs ## Key pages - [Documentation](https://albumentations.ai/docs): Full documentation - [API Reference](https://albumentations.ai/docs/api-reference): All transforms - [Transforms & Targets](https://albumentations.ai/docs/reference/supported-targets-by-transform): Which transforms support images, masks, bboxes, keypoints, 3D - [Benchmarks](https://albumentations.ai/docs/benchmarks): Performance comparisons - [Release Notes](https://albumentations.ai/docs/releases): Version history and changelogs - [Blog](https://albumentations.ai/blog): Tutorials and release notes - [GitHub](https://github.com/albumentations-team/AlbumentationsX): Source code - [PyPI](https://pypi.org/project/albumentationsx/): Package on PyPI ## Product and Project Pages - [AlbumentationsX: fast image augmentation | Albumentations](https://albumentations.ai/) - [Explore AlbumentationsX Transforms in the Browser](https://albumentations.ai/explore/) - [Data Labeling Workspace for Computer Vision Images](https://albumentations.ai/label/) - [AlbumentationsX Commercial Licensing and Pricing](https://albumentations.ai/pricing/) - [Albumentations Products for Computer Vision Teams](https://albumentations.ai/products/) - [Data Labeling for Albumentations Computer Vision Workflows](https://albumentations.ai/products/data-labeling/) - [Model Training for Albumentations Computer Vision Workflows](https://albumentations.ai/products/model-training/) - [Deploy Computer Vision Models with Albumentations Workflows](https://albumentations.ai/products/deploy/) - [Albumentations Adoption by Industry and Source](https://albumentations.ai/adoption/) - [Competition Solutions Using Albumentations](https://albumentations.ai/adoption/competitions/) - [Albumentations on GitHub](https://albumentations.ai/adoption/github/) - [Albumentations in research papers](https://albumentations.ai/adoption/papers/) - [Albumentations on Hugging Face](https://albumentations.ai/adoption/huggingface/) - [Agriculture and food](https://albumentations.ai/adoption/verticals/agriculture-food/) - [Autonomous mobility](https://albumentations.ai/adoption/verticals/autonomous-mobility/) - [Documents and OCR](https://albumentations.ai/adoption/verticals/documents-ocr/) - [Drones and UAVs](https://albumentations.ai/adoption/verticals/drones/) - [Energy and utilities](https://albumentations.ai/adoption/verticals/energy-utilities/) - [Environment and conservation](https://albumentations.ai/adoption/verticals/environment-conservation/) - [General computer vision](https://albumentations.ai/adoption/verticals/general-computer-vision/) - [Geospatial and Earth observation](https://albumentations.ai/adoption/verticals/geospatial-earth-observation/) - [Industrial and manufacturing](https://albumentations.ai/adoption/verticals/industrial-manufacturing/) - [Infrastructure](https://albumentations.ai/adoption/verticals/infrastructure/) - [Life sciences](https://albumentations.ai/adoption/verticals/life-sciences/) - [Maritime](https://albumentations.ai/adoption/verticals/maritime/) - [Media and cultural heritage](https://albumentations.ai/adoption/verticals/media-creative/) - [Medical imaging](https://albumentations.ai/adoption/verticals/medical-imaging/) - [Retail and ecommerce](https://albumentations.ai/adoption/verticals/retail-ecommerce/) - [Robotics](https://albumentations.ai/adoption/verticals/robotics/) - [Scientific research](https://albumentations.ai/adoption/verticals/science-research/) - [Security and biometrics](https://albumentations.ai/adoption/verticals/security-biometrics/) - [Sports](https://albumentations.ai/adoption/verticals/sports/) - [Albumentations on GitHub in Agriculture and food](https://albumentations.ai/adoption/verticals/agriculture-food/github/) - [Albumentations in Agriculture and food research](https://albumentations.ai/adoption/verticals/agriculture-food/papers/) - [Albumentations in Agriculture and food AI competitions](https://albumentations.ai/adoption/verticals/agriculture-food/competitions/) - [Albumentations on Hugging Face in Agriculture and food](https://albumentations.ai/adoption/verticals/agriculture-food/huggingface/) - [Albumentations on GitHub in Autonomous mobility](https://albumentations.ai/adoption/verticals/autonomous-mobility/github/) - [Albumentations in Autonomous mobility research](https://albumentations.ai/adoption/verticals/autonomous-mobility/papers/) - [Albumentations in Autonomous mobility AI competitions](https://albumentations.ai/adoption/verticals/autonomous-mobility/competitions/) - [Albumentations on Hugging Face in Autonomous mobility](https://albumentations.ai/adoption/verticals/autonomous-mobility/huggingface/) - [Albumentations on GitHub in Documents and OCR](https://albumentations.ai/adoption/verticals/documents-ocr/github/) - [Albumentations in Documents and OCR research](https://albumentations.ai/adoption/verticals/documents-ocr/papers/) - [Albumentations in Documents and OCR AI competitions](https://albumentations.ai/adoption/verticals/documents-ocr/competitions/) - [Albumentations on Hugging Face in Documents and OCR](https://albumentations.ai/adoption/verticals/documents-ocr/huggingface/) - [Albumentations on GitHub in Drones and UAVs](https://albumentations.ai/adoption/verticals/drones/github/) - [Albumentations in Drones and UAVs research](https://albumentations.ai/adoption/verticals/drones/papers/) - [Albumentations on Hugging Face in Drones and UAVs](https://albumentations.ai/adoption/verticals/drones/huggingface/) - [Albumentations on GitHub in Energy and utilities](https://albumentations.ai/adoption/verticals/energy-utilities/github/) - [Albumentations in Energy and utilities research](https://albumentations.ai/adoption/verticals/energy-utilities/papers/) - [Albumentations in Energy and utilities AI competitions](https://albumentations.ai/adoption/verticals/energy-utilities/competitions/) - [Albumentations on Hugging Face in Energy and utilities](https://albumentations.ai/adoption/verticals/energy-utilities/huggingface/) - [Albumentations on GitHub in Environment and conservation](https://albumentations.ai/adoption/verticals/environment-conservation/github/) - [Albumentations in Environment and conservation research](https://albumentations.ai/adoption/verticals/environment-conservation/papers/) - [Albumentations in Environment and conservation AI competitions](https://albumentations.ai/adoption/verticals/environment-conservation/competitions/) - [Albumentations on Hugging Face in Environment and conservation](https://albumentations.ai/adoption/verticals/environment-conservation/huggingface/) - [Albumentations in General computer vision AI competitions](https://albumentations.ai/adoption/verticals/general-computer-vision/competitions/) - [Albumentations on Hugging Face in General computer vision](https://albumentations.ai/adoption/verticals/general-computer-vision/huggingface/) - [Albumentations on GitHub in Geospatial and Earth observation](https://albumentations.ai/adoption/verticals/geospatial-earth-observation/github/) - [Albumentations in Geospatial and Earth observation research](https://albumentations.ai/adoption/verticals/geospatial-earth-observation/papers/) - [Albumentations in Geospatial and Earth observation AI competitions](https://albumentations.ai/adoption/verticals/geospatial-earth-observation/competitions/) - [Albumentations on Hugging Face in Geospatial and Earth observation](https://albumentations.ai/adoption/verticals/geospatial-earth-observation/huggingface/) - [Albumentations on GitHub in Industrial and manufacturing](https://albumentations.ai/adoption/verticals/industrial-manufacturing/github/) - [Albumentations in Industrial and manufacturing research](https://albumentations.ai/adoption/verticals/industrial-manufacturing/papers/) - [Albumentations in Industrial and manufacturing AI competitions](https://albumentations.ai/adoption/verticals/industrial-manufacturing/competitions/) - [Albumentations on Hugging Face in Industrial and manufacturing](https://albumentations.ai/adoption/verticals/industrial-manufacturing/huggingface/) - [Albumentations on GitHub in Infrastructure](https://albumentations.ai/adoption/verticals/infrastructure/github/) - [Albumentations in Infrastructure research](https://albumentations.ai/adoption/verticals/infrastructure/papers/) - [Albumentations on Hugging Face in Infrastructure](https://albumentations.ai/adoption/verticals/infrastructure/huggingface/) - [Albumentations on GitHub in Life sciences](https://albumentations.ai/adoption/verticals/life-sciences/github/) - [Albumentations in Life sciences research](https://albumentations.ai/adoption/verticals/life-sciences/papers/) - [Albumentations in Life sciences AI competitions](https://albumentations.ai/adoption/verticals/life-sciences/competitions/) - [Albumentations on Hugging Face in Life sciences](https://albumentations.ai/adoption/verticals/life-sciences/huggingface/) - [Albumentations on GitHub in Maritime](https://albumentations.ai/adoption/verticals/maritime/github/) - [Albumentations in Maritime research](https://albumentations.ai/adoption/verticals/maritime/papers/) - [Albumentations in Maritime AI competitions](https://albumentations.ai/adoption/verticals/maritime/competitions/) - [Albumentations on Hugging Face in Maritime](https://albumentations.ai/adoption/verticals/maritime/huggingface/) - [Albumentations in Media and cultural heritage AI competitions](https://albumentations.ai/adoption/verticals/media-creative/competitions/) - [Albumentations on Hugging Face in Media and cultural heritage](https://albumentations.ai/adoption/verticals/media-creative/huggingface/) - [Albumentations on GitHub in Medical imaging](https://albumentations.ai/adoption/verticals/medical-imaging/github/) - [Albumentations in Medical imaging research](https://albumentations.ai/adoption/verticals/medical-imaging/papers/) - [Albumentations in Medical imaging AI competitions](https://albumentations.ai/adoption/verticals/medical-imaging/competitions/) - [Albumentations on Hugging Face in Medical imaging](https://albumentations.ai/adoption/verticals/medical-imaging/huggingface/) - [Albumentations in Retail and ecommerce AI competitions](https://albumentations.ai/adoption/verticals/retail-ecommerce/competitions/) - [Albumentations on Hugging Face in Retail and ecommerce](https://albumentations.ai/adoption/verticals/retail-ecommerce/huggingface/) - [Albumentations on GitHub in Robotics](https://albumentations.ai/adoption/verticals/robotics/github/) - [Albumentations in Robotics research](https://albumentations.ai/adoption/verticals/robotics/papers/) - [Albumentations in Scientific research AI competitions](https://albumentations.ai/adoption/verticals/science-research/competitions/) - [Albumentations on Hugging Face in Scientific research](https://albumentations.ai/adoption/verticals/science-research/huggingface/) - [Albumentations on GitHub in Security and biometrics](https://albumentations.ai/adoption/verticals/security-biometrics/github/) - [Albumentations in Security and biometrics research](https://albumentations.ai/adoption/verticals/security-biometrics/papers/) - [Albumentations in Security and biometrics AI competitions](https://albumentations.ai/adoption/verticals/security-biometrics/competitions/) - [Albumentations on Hugging Face in Security and biometrics](https://albumentations.ai/adoption/verticals/security-biometrics/huggingface/) - [Albumentations in Sports AI competitions](https://albumentations.ai/adoption/verticals/sports/competitions/) - [Albumentations on Hugging Face in Sports](https://albumentations.ai/adoption/verticals/sports/huggingface/) - [Winning Audio event classification solutions using Albumentations](https://albumentations.ai/adoption/tasks/audio-event-classification/) - [Winning Audio event detection solutions using Albumentations](https://albumentations.ai/adoption/tasks/audio-event-detection/) - [Winning Document understanding solutions using Albumentations](https://albumentations.ai/adoption/tasks/document-understanding/) - [Winning Feature matching solutions using Albumentations](https://albumentations.ai/adoption/tasks/feature-matching/) - [Winning Image classification solutions using Albumentations](https://albumentations.ai/adoption/tasks/image-classification/) - [Winning Image embedding solutions using Albumentations](https://albumentations.ai/adoption/tasks/image-embedding/) - [Winning Image forensics solutions using Albumentations](https://albumentations.ai/adoption/tasks/image-forensics/) - [Winning Image generation solutions using Albumentations](https://albumentations.ai/adoption/tasks/image-generation/) - [Winning Image matching solutions using Albumentations](https://albumentations.ai/adoption/tasks/image-matching/) - [Winning Image retrieval solutions using Albumentations](https://albumentations.ai/adoption/tasks/image-retrieval/) - [Winning Image to sequence solutions using Albumentations](https://albumentations.ai/adoption/tasks/image-to-sequence/) - [Winning Instance segmentation solutions using Albumentations](https://albumentations.ai/adoption/tasks/instance-segmentation/) - [Winning Keypoint detection solutions using Albumentations](https://albumentations.ai/adoption/tasks/keypoint-detection/) - [Winning Metric learning solutions using Albumentations](https://albumentations.ai/adoption/tasks/metric-learning/) - [Winning Multilabel classification solutions using Albumentations](https://albumentations.ai/adoption/tasks/multilabel-classification/) - [Winning Object detection solutions using Albumentations](https://albumentations.ai/adoption/tasks/object-detection/) - [Winning Ordinal classification solutions using Albumentations](https://albumentations.ai/adoption/tasks/ordinal-classification/) - [Winning Pose estimation solutions using Albumentations](https://albumentations.ai/adoption/tasks/pose-estimation/) - [Winning Semantic segmentation solutions using Albumentations](https://albumentations.ai/adoption/tasks/semantic-segmentation/) - [Winning Steganalysis solutions using Albumentations](https://albumentations.ai/adoption/tasks/steganalysis/) - [Winning Temporal localization solutions using Albumentations](https://albumentations.ai/adoption/tasks/temporal-localization/) - [Winning Text recognition solutions using Albumentations](https://albumentations.ai/adoption/tasks/text-recognition/) - [Winning Trajectory prediction solutions using Albumentations](https://albumentations.ai/adoption/tasks/trajectory-prediction/) - [Winning Video classification solutions using Albumentations](https://albumentations.ai/adoption/tasks/video-classification/) - [Winning Visual localization solutions using Albumentations](https://albumentations.ai/adoption/tasks/visual-localization/) - [Winning Visual regression solutions using Albumentations](https://albumentations.ai/adoption/tasks/visual-regression/) - [Winning Visual relationship detection solutions using Albumentations](https://albumentations.ai/adoption/tasks/visual-relationship-detection/) - [Winning Volume classification solutions using Albumentations](https://albumentations.ai/adoption/tasks/volume-classification/) - [Winning Volume detection solutions using Albumentations](https://albumentations.ai/adoption/tasks/volume-detection/) - [Winning Volume segmentation solutions using Albumentations](https://albumentations.ai/adoption/tasks/volume-segmentation/) - [TGS Salt Identification Challenge (2018): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/tgs-salt-identification-challenge/) - [Inclusive Images Challenge (2018): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/inclusive-images-challenge/) - [Human Protein Atlas Image Classification (2019): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/human-protein-atlas-image-classification/) - [CSIRO - Image2Biomass Prediction (2026): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/csiro-biomass/) - [Recod.ai/LUC - Scientific Image Forgery Detection (2026): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/recodai-luc-scientific-image-forgery-detection/) - [Google Landmark Recognition 2019 (2019): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/landmark-recognition-2019/) - [Google Landmark Retrieval 2019 (2019): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/landmark-retrieval-2019/) - [BirdCLEF+ 2026 (2026): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/birdclef-2026/) - [iMaterialist (Fashion) 2019 at FGVC6 (2019): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/imaterialist-fashion-2019-fgvc6/) - [iMet Collection 2019 - FGVC6 (2019): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/imet-2019-fgvc6/) - [Understanding Clouds from Satellite Images (2019): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/understanding-cloud-organization/) - [RSNA Intracranial Hemorrhage Detection (2019): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/rsna-intracranial-hemorrhage-detection/) - [Cassava Leaf Disease Classification (2021): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/cassava-leaf-disease-classification/) - [Severstal: Steel Defect Detection (2019): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/severstal-steel-defect-detection/) - [Open Images 2019 - Visual Relationship (2019): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/open-images-2019-visual-relationship/) - [Recursion Cellular Image Classification (2019): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/recursion-cellular-image-classification/) - [SIIM-ACR Pneumothorax Segmentation (2019): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/siim-acr-pneumothorax-segmentation/) - [APTOS 2019 Blindness Detection (2019): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/aptos2019-blindness-detection/) - [Bengali.AI Handwritten Grapheme Classification (2020): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/bengaliai-cv19/) - [Open Images 2019 - Instance Segmentation (2019): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/open-images-2019-instance-segmentation/) - [Generative Dog Images (2019): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/generative-dog-images/) - [TReNDS Neuroimaging (2020): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/trends-assessment-prediction/) - [Deepfake Detection Challenge (2020): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/deepfake-detection-challenge/) - [Prostate cANcer graDe Assessment (PANDA) Challenge (2020): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/prostate-cancer-grade-assessment/) - [Google Landmark Recognition 2020 (2020): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/landmark-recognition-2020/) - [Global Wheat Detection (2020): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/global-wheat-detection/) - [Lyft Motion Prediction for Autonomous Vehicles (2020): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/lyft-motion-prediction-autonomous-vehicles/) - [ALASKA2 Image Steganalysis (2020): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/alaska2-image-steganalysis/) - [SIIM-ISIC Melanoma Classification (2020): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/siim-isic-melanoma-classification/) - [Rainforest Connection Species Audio Detection (2021): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/rfcx-species-audio-detection/) - [RSNA STR Pulmonary Embolism Detection (2020): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/rsna-str-pulmonary-embolism-detection/) - [Bristol-Myers Squibb – Molecular Translation (2021): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/bms-molecular-translation/) - [NFL 1st and Future - Impact Detection (2021): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/nfl-impact-detection/) - [Happywhale - Whale and Dolphin Identification (2022): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/happy-whale-and-dolphin/) - [HuBMAP - Hacking the Kidney (2021): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/hubmap-kidney-segmentation/) - [SETI Breakthrough Listen - E.T. Signal Search (2021): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/seti-breakthrough-listen/) - [Human Protein Atlas - Single Cell Classification (2021): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/hpa-single-cell-image-classification/) - [RANZCR CLiP - Catheter and Line Position Challenge (2021): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/ranzcr-clip-catheter-line-classification/) - [Shopee - Price Match Guarantee (2021): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/shopee-product-matching/) - [VinBigData Chest X-ray Abnormalities Detection (2021): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/vinbigdata-chest-xray-abnormalities-detection/) - [PetFinder.my - Pawpularity Contest (2022): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/petfinder-pawpularity-score/) - [BirdCLEF 2021 - Birdcall Identification (2021): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/birdclef-2021/) - [SIIM-FISABIO-RSNA COVID-19 Detection (2021): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/siim-covid19-detection/) - [UW-Madison GI Tract Image Segmentation (2022): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/uw-madison-gi-tract-image-segmentation/) - [RSNA-MICCAI Brain Tumor Radiogenomic Classification (2021): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/rsna-miccai-brain-tumor-radiogenomic-classification/) - [Google Landmark Retrieval 2021 (2021): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/landmark-retrieval-2021/) - [Google Landmark Recognition 2021 (2021): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/landmark-recognition-2021/) - [Sartorius - Cell Instance Segmentation (2021): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/sartorius-cell-instance-segmentation/) - [TensorFlow - Help Protect the Great Barrier Reef (2022): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/tensorflow-great-barrier-reef/) - [HuBMAP + HPA - Hacking the Human Body (2022): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/hubmap-organ-segmentation/) - [Image Matching Challenge 2022 (2022): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/image-matching-challenge-2022/) - [RSNA 2022 Cervical Spine Fracture Detection (2022): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/rsna-2022-cervical-spine-fracture-detection/) - [Google Universal Image Embedding (2022): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/google-universal-image-embedding/) - [Mayo Clinic - STRIP AI (2022): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/mayo-clinic-strip-ai/) - [RSNA Screening Mammography Breast Cancer Detection (2023): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/rsna-breast-cancer-detection/) - [1st and Future - Player Contact Detection (2023): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/nfl-player-contact-detection/) - [Benetech - Making Graphs Accessible (2023): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/benetech-making-graphs-accessible/) - [UBC Ovarian Cancer Subtype Classification and Outlier Detection (UBC-OCEAN) (2024): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/ubc-ocean/) - [Vesuvius Challenge - Ink Detection (2023): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/vesuvius-challenge-ink-detection/) - [Image Matching Challenge 2023 (2023): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/image-matching-challenge-2023/) - [Google Research - Identify Contrails to Reduce Global Warming (2023): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/google-research-identify-contrails-reduce-global-warming/) - [RSNA 2023 Abdominal Trauma Detection (2023): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/rsna-2023-abdominal-trauma-detection/) - [HuBMAP - Hacking the Human Vasculature (2023): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/hubmap-hacking-the-human-vasculature/) - [HMS - Harmful Brain Activity Classification (2024): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/hms-harmful-brain-activity-classification/) - [SenNet + HOA - Hacking the Human Vasculature in 3D (2024): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/blood-vessel-segmentation/) - [ISIC 2024 - Skin Cancer Detection with 3D-TBP (2024): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/isic-2024-challenge/) - [Humpback Whale Identification (2019): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/humpback-whale-identification/) - [BirdCLEF 2024 (2024): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/birdclef-2024/) - [RSNA 2024 Lumbar Spine Degenerative Classification (2024): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/rsna-2024-lumbar-spine-degenerative-classification/) - [Image Matching Challenge 2024 - Hexathlon (2024): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/image-matching-challenge-2024/) - [CZII - CryoET Object Identification (2025): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/czii-cryo-et-object-identification/) - [BYU - Locating Bacterial Flagellar Motors 2025 (2025): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/byu-locating-bacterial-flagellar-motors-2025/) - [Image Matching Challenge 2025 (2025): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/image-matching-challenge-2025/) - [PhysioNet - Digitization of ECG Images (2026): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/physionet-ecg-image-digitization/) - [RSNA Intracranial Aneurysm Detection (2025): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/rsna-intracranial-aneurysm-detection/) - [Airbus Ship Detection Challenge (2018): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/airbus-ship-detection/) - [Peking University/Baidu - Autonomous Driving (2020): winning solutions using Albumentations](https://albumentations.ai/adoption/competitions/kaggle/pku-autonomous-driving/) - [Meet the Albumentations Team and Contributors](https://albumentations.ai/people/) - [Testimonials | What people say about Albumentations](https://albumentations.ai/testimonials/) - [Subscribe to Albumentations Updates and Tutorials](https://albumentations.ai/subscribe/) ## Documentation - [AlbumentationsX Documentation for Computer Vision](https://albumentations.ai/docs/) ## Blog - [AlbumentationsX Blog: Tutorials and Release Notes](https://albumentations.ai/blog/) - [Albumentations in Life Sciences: Who Actually Uses It](https://albumentations.ai/blog/2026/05-albumentations-in-life-sciences/) - [Albumentations in Medical Imaging: Who Actually Uses It](https://albumentations.ai/blog/2026/03-albumentations-in-medical-imaging/) - [Albumentations in Geospatial: Who Actually Uses It](https://albumentations.ai/blog/2026/02-albumentations-in-geospatial/) - [OpenAI's Support Is an AI. And It Feels Two Generations Behind Their Own Models.](https://albumentations.ai/blog/2026/01-openai-support-is-an-ai/) - [The Label Consistency Problem in Keypoint Augmentation](https://albumentations.ai/blog/2025/04-label-consistency-in-keypoint-augmentation/) - [Input Normalization: What We Know, What We Don't, and Why It Works Anyway](https://albumentations.ai/blog/2025/03-the-mystery-of-input-normalization/) - [The Art and Science of Dithering: How We Taught Computers to Lie About Colors (And Why That's Beautiful)](https://albumentations.ai/blog/2025/02-the-art-and-science-of-dithering/) - [AlbumentationsX: AGPL and Commercial Licensing](https://albumentations.ai/blog/2025/01-albumentationsx-dual-licensing/) ## Release Notes - [Release 2.0.10](https://albumentations.ai/docs/releases/2.0.10/) - [Release 2.0.11](https://albumentations.ai/docs/releases/2.0.11/) - [Release 2.0.12](https://albumentations.ai/docs/releases/2.0.12/) - [Release 2.0.13](https://albumentations.ai/docs/releases/2.0.13/) - [Release 2.0.14](https://albumentations.ai/docs/releases/2.0.14/) - [Release 2.0.15](https://albumentations.ai/docs/releases/2.0.15/) - [Release 2.0.16](https://albumentations.ai/docs/releases/2.0.16/) - [Release 2.0.17](https://albumentations.ai/docs/releases/2.0.17/) - [Release 2.0.18](https://albumentations.ai/docs/releases/2.0.18/) - [Release 2.0.19](https://albumentations.ai/docs/releases/2.0.19/) - [Release 2.0.20](https://albumentations.ai/docs/releases/2.0.20/) - [Release 2.0.9](https://albumentations.ai/docs/releases/2.0.9/) - [Release 2.1.0](https://albumentations.ai/docs/releases/2.1.0/) - [Release 2.1.1](https://albumentations.ai/docs/releases/2.1.1/) - [Release 2.1.2](https://albumentations.ai/docs/releases/2.1.2/) - [Release 2.1.3](https://albumentations.ai/docs/releases/2.1.3/) - [Release 2.2.0](https://albumentations.ai/docs/releases/2.2.0/) - [Release 2.2.1](https://albumentations.ai/docs/releases/2.2.1/) - [Release 2.2.2](https://albumentations.ai/docs/releases/2.2.2/) - [Release 2.2.3](https://albumentations.ai/docs/releases/2.2.3/) - [Release 2.2.4](https://albumentations.ai/docs/releases/2.2.4/) - [Release 2.2.5](https://albumentations.ai/docs/releases/2.2.5/) - [Release 2.2.6](https://albumentations.ai/docs/releases/2.2.6/) - [Release 2.3.0](https://albumentations.ai/docs/releases/2.3.0/) - [Release 2.3.1](https://albumentations.ai/docs/releases/2.3.1/) - [Release 2.3.3](https://albumentations.ai/docs/releases/2.3.3/) - [Release 2.3.4](https://albumentations.ai/docs/releases/2.3.4/) - [Release 2.3.5](https://albumentations.ai/docs/releases/2.3.5/) - [Release 2.3.6](https://albumentations.ai/docs/releases/2.3.6/) - [Release 2.3.7](https://albumentations.ai/docs/releases/2.3.7/) - [Release Notes](https://albumentations.ai/docs/releases/) ## API Reference - [API Reference](https://albumentations.ai/docs/api-reference/) - [functional](https://albumentations.ai/docs/api-reference/albumentations/augmentations/blur/functional/) - [transforms](https://albumentations.ai/docs/api-reference/albumentations/augmentations/blur/transforms/) - [base](https://albumentations.ai/docs/api-reference/albumentations/augmentations/crops/base/) - [basic](https://albumentations.ai/docs/api-reference/albumentations/augmentations/crops/basic/) - [bbox_safe](https://albumentations.ai/docs/api-reference/albumentations/augmentations/crops/bbox_safe/) - [functional](https://albumentations.ai/docs/api-reference/albumentations/augmentations/crops/functional/) - [sized](https://albumentations.ai/docs/api-reference/albumentations/augmentations/crops/sized/) - [special](https://albumentations.ai/docs/api-reference/albumentations/augmentations/crops/special/) - [transforms](https://albumentations.ai/docs/api-reference/albumentations/augmentations/crops/transforms/) - [channel_dropout](https://albumentations.ai/docs/api-reference/albumentations/augmentations/dropout/channel_dropout/) - [coarse_dropout](https://albumentations.ai/docs/api-reference/albumentations/augmentations/dropout/coarse_dropout/) - [functional](https://albumentations.ai/docs/api-reference/albumentations/augmentations/dropout/functional/) - [grid_dropout](https://albumentations.ai/docs/api-reference/albumentations/augmentations/dropout/grid_dropout/) - [grid_mask](https://albumentations.ai/docs/api-reference/albumentations/augmentations/dropout/grid_mask/) - [mask_dropout](https://albumentations.ai/docs/api-reference/albumentations/augmentations/dropout/mask_dropout/) - [transforms](https://albumentations.ai/docs/api-reference/albumentations/augmentations/dropout/transforms/) - [xy_masking](https://albumentations.ai/docs/api-reference/albumentations/augmentations/dropout/xy_masking/) - [distortion](https://albumentations.ai/docs/api-reference/albumentations/augmentations/geometric/distortion/) - [flip](https://albumentations.ai/docs/api-reference/albumentations/augmentations/geometric/flip/) - [functional](https://albumentations.ai/docs/api-reference/albumentations/augmentations/geometric/functional/) - [pad](https://albumentations.ai/docs/api-reference/albumentations/augmentations/geometric/pad/) - [resize](https://albumentations.ai/docs/api-reference/albumentations/augmentations/geometric/resize/) - [rotate](https://albumentations.ai/docs/api-reference/albumentations/augmentations/geometric/rotate/) - [transforms](https://albumentations.ai/docs/api-reference/albumentations/augmentations/geometric/transforms/) - [copy_paste](https://albumentations.ai/docs/api-reference/albumentations/augmentations/mixing/copy_paste/) - [domain_adaptation](https://albumentations.ai/docs/api-reference/albumentations/augmentations/mixing/domain_adaptation/) - [domain_adaptation_functional](https://albumentations.ai/docs/api-reference/albumentations/augmentations/mixing/domain_adaptation_functional/) - [functional](https://albumentations.ai/docs/api-reference/albumentations/augmentations/mixing/functional/) - [mosaic](https://albumentations.ai/docs/api-reference/albumentations/augmentations/mixing/mosaic/) - [overlay](https://albumentations.ai/docs/api-reference/albumentations/augmentations/mixing/overlay/) - [transforms](https://albumentations.ai/docs/api-reference/albumentations/augmentations/mixing/transforms/) - [annotation_artifacts](https://albumentations.ai/docs/api-reference/albumentations/augmentations/other/annotation_artifacts/) - [annotation_artifacts_functional](https://albumentations.ai/docs/api-reference/albumentations/augmentations/other/annotation_artifacts_functional/) - [lambda_transform](https://albumentations.ai/docs/api-reference/albumentations/augmentations/other/lambda_transform/) - [type_transform](https://albumentations.ai/docs/api-reference/albumentations/augmentations/other/type_transform/) - [channel](https://albumentations.ai/docs/api-reference/albumentations/augmentations/pixel/channel/) - [color](https://albumentations.ai/docs/api-reference/albumentations/augmentations/pixel/color/) - [color_advanced](https://albumentations.ai/docs/api-reference/albumentations/augmentations/pixel/color_advanced/) - [color_basic](https://albumentations.ai/docs/api-reference/albumentations/augmentations/pixel/color_basic/) - [color_gray](https://albumentations.ai/docs/api-reference/albumentations/augmentations/pixel/color_gray/) - [color_lighting](https://albumentations.ai/docs/api-reference/albumentations/augmentations/pixel/color_lighting/) - [compression](https://albumentations.ai/docs/api-reference/albumentations/augmentations/pixel/compression/) - [dithering_functional](https://albumentations.ai/docs/api-reference/albumentations/augmentations/pixel/dithering_functional/) - [functional](https://albumentations.ai/docs/api-reference/albumentations/augmentations/pixel/functional/) - [noise](https://albumentations.ai/docs/api-reference/albumentations/augmentations/pixel/noise/) - [transforms](https://albumentations.ai/docs/api-reference/albumentations/augmentations/pixel/transforms/) - [weather](https://albumentations.ai/docs/api-reference/albumentations/augmentations/pixel/weather/) - [transform](https://albumentations.ai/docs/api-reference/albumentations/augmentations/spectrogram/transform/) - [functional](https://albumentations.ai/docs/api-reference/albumentations/augmentations/text/functional/) - [transforms](https://albumentations.ai/docs/api-reference/albumentations/augmentations/text/transforms/) - [functional](https://albumentations.ai/docs/api-reference/albumentations/augmentations/transforms3d/functional/) - [transforms](https://albumentations.ai/docs/api-reference/albumentations/augmentations/transforms3d/transforms/) - [utils](https://albumentations.ai/docs/api-reference/albumentations/augmentations/utils/) - [bbox_utils](https://albumentations.ai/docs/api-reference/albumentations/core/bbox_utils/) - [cache_utils](https://albumentations.ai/docs/api-reference/albumentations/core/cache_utils/) - [composition](https://albumentations.ai/docs/api-reference/albumentations/core/composition/) - [hub_mixin](https://albumentations.ai/docs/api-reference/albumentations/core/hub_mixin/) - [keypoints_utils](https://albumentations.ai/docs/api-reference/albumentations/core/keypoints_utils/) - [label_manager](https://albumentations.ai/docs/api-reference/albumentations/core/label_manager/) - [pydantic](https://albumentations.ai/docs/api-reference/albumentations/core/pydantic/) - [random_utils](https://albumentations.ai/docs/api-reference/albumentations/core/random_utils/) - [serialization](https://albumentations.ai/docs/api-reference/albumentations/core/serialization/) - [transforms_interface](https://albumentations.ai/docs/api-reference/albumentations/core/transforms_interface/) - [type_definitions](https://albumentations.ai/docs/api-reference/albumentations/core/type_definitions/) - [utils](https://albumentations.ai/docs/api-reference/albumentations/core/utils/) - [validation](https://albumentations.ai/docs/api-reference/albumentations/core/validation/) - [transforms](https://albumentations.ai/docs/api-reference/albumentations/pytorch/transforms/) ## Explore Transforms - [AdditiveNoise Transform](https://albumentations.ai/explore/transform/AdditiveNoise/) - [AdvancedBlur Transform](https://albumentations.ai/explore/transform/AdvancedBlur/) - [AnnotationArtifacts Transform](https://albumentations.ai/explore/transform/AnnotationArtifacts/) - [AtmosphericFog Transform](https://albumentations.ai/explore/transform/AtmosphericFog/) - [AutoContrast Transform](https://albumentations.ai/explore/transform/AutoContrast/) - [Blur Transform](https://albumentations.ai/explore/transform/Blur/) - [CLAHE Transform](https://albumentations.ai/explore/transform/CLAHE/) - [ChannelDropout Transform](https://albumentations.ai/explore/transform/ChannelDropout/) - [ChannelShuffle Transform](https://albumentations.ai/explore/transform/ChannelShuffle/) - [ChannelSwap Transform](https://albumentations.ai/explore/transform/ChannelSwap/) - [ChromaticAberration Transform](https://albumentations.ai/explore/transform/ChromaticAberration/) - [ColorJitter Transform](https://albumentations.ai/explore/transform/ColorJitter/) - [Colorize Transform](https://albumentations.ai/explore/transform/Colorize/) - [Defocus Transform](https://albumentations.ai/explore/transform/Defocus/) - [Dithering Transform](https://albumentations.ai/explore/transform/Dithering/) - [Downscale Transform](https://albumentations.ai/explore/transform/Downscale/) - [Emboss Transform](https://albumentations.ai/explore/transform/Emboss/) - [Enhance Transform](https://albumentations.ai/explore/transform/Enhance/) - [Equalize Transform](https://albumentations.ai/explore/transform/Equalize/) - [FDA Transform](https://albumentations.ai/explore/transform/FDA/) - [FancyPCA Transform](https://albumentations.ai/explore/transform/FancyPCA/) - [FilmGrain Transform](https://albumentations.ai/explore/transform/FilmGrain/) - [FromFloat Transform](https://albumentations.ai/explore/transform/FromFloat/) - [GaussNoise Transform](https://albumentations.ai/explore/transform/GaussNoise/) - [GaussianBlur Transform](https://albumentations.ai/explore/transform/GaussianBlur/) - [GlassBlur Transform](https://albumentations.ai/explore/transform/GlassBlur/) - [HEStain Transform](https://albumentations.ai/explore/transform/HEStain/) - [Halftone Transform](https://albumentations.ai/explore/transform/Halftone/) - [HistogramMatching Transform](https://albumentations.ai/explore/transform/HistogramMatching/) - [HueSaturationValue Transform](https://albumentations.ai/explore/transform/HueSaturationValue/) - [ISONoise Transform](https://albumentations.ai/explore/transform/ISONoise/) - [Illumination Transform](https://albumentations.ai/explore/transform/Illumination/) - [ImageCompression Transform](https://albumentations.ai/explore/transform/ImageCompression/) - [InvertImg Transform](https://albumentations.ai/explore/transform/InvertImg/) - [LensFlare Transform](https://albumentations.ai/explore/transform/LensFlare/) - [MedianBlur Transform](https://albumentations.ai/explore/transform/MedianBlur/) - [ModeFilter Transform](https://albumentations.ai/explore/transform/ModeFilter/) - [MotionBlur Transform](https://albumentations.ai/explore/transform/MotionBlur/) - [MultiplicativeNoise Transform](https://albumentations.ai/explore/transform/MultiplicativeNoise/) - [Normalize Transform](https://albumentations.ai/explore/transform/Normalize/) - [PhotoMetricDistort Transform](https://albumentations.ai/explore/transform/PhotoMetricDistort/) - [PixelDistributionAdaptation Transform](https://albumentations.ai/explore/transform/PixelDistributionAdaptation/) - [PlanckianJitter Transform](https://albumentations.ai/explore/transform/PlanckianJitter/) - [PlasmaBrightnessContrast Transform](https://albumentations.ai/explore/transform/PlasmaBrightnessContrast/) - [PlasmaShadow Transform](https://albumentations.ai/explore/transform/PlasmaShadow/) - [Posterize Transform](https://albumentations.ai/explore/transform/Posterize/) - [RGBShift Transform](https://albumentations.ai/explore/transform/RGBShift/) - [RandomBrightnessContrast Transform](https://albumentations.ai/explore/transform/RandomBrightnessContrast/) - [RandomFog Transform](https://albumentations.ai/explore/transform/RandomFog/) - [RandomGamma Transform](https://albumentations.ai/explore/transform/RandomGamma/) - [RandomGravel Transform](https://albumentations.ai/explore/transform/RandomGravel/) - [RandomRain Transform](https://albumentations.ai/explore/transform/RandomRain/) - [RandomShadow Transform](https://albumentations.ai/explore/transform/RandomShadow/) - [RandomSnow Transform](https://albumentations.ai/explore/transform/RandomSnow/) - [RandomSunFlare Transform](https://albumentations.ai/explore/transform/RandomSunFlare/) - [RandomToneCurve Transform](https://albumentations.ai/explore/transform/RandomToneCurve/) - [RingingOvershoot Transform](https://albumentations.ai/explore/transform/RingingOvershoot/) - [SaltAndPepper Transform](https://albumentations.ai/explore/transform/SaltAndPepper/) - [Sharpen Transform](https://albumentations.ai/explore/transform/Sharpen/) - [ShotNoise Transform](https://albumentations.ai/explore/transform/ShotNoise/) - [Solarize Transform](https://albumentations.ai/explore/transform/Solarize/) - [Spatter Transform](https://albumentations.ai/explore/transform/Spatter/) - [Superpixels Transform](https://albumentations.ai/explore/transform/Superpixels/) - [ToFloat Transform](https://albumentations.ai/explore/transform/ToFloat/) - [ToGray Transform](https://albumentations.ai/explore/transform/ToGray/) - [ToRGB Transform](https://albumentations.ai/explore/transform/ToRGB/) - [ToSepia Transform](https://albumentations.ai/explore/transform/ToSepia/) - [UnsharpMask Transform](https://albumentations.ai/explore/transform/UnsharpMask/) - [Vignetting Transform](https://albumentations.ai/explore/transform/Vignetting/) - [ZoomBlur Transform](https://albumentations.ai/explore/transform/ZoomBlur/) - [Affine Transform](https://albumentations.ai/explore/transform/Affine/) - [AtLeastOneBBoxRandomCrop Transform](https://albumentations.ai/explore/transform/AtLeastOneBBoxRandomCrop/) - [BBoxSafeRandomCrop Transform](https://albumentations.ai/explore/transform/BBoxSafeRandomCrop/) - [CenterCrop Transform](https://albumentations.ai/explore/transform/CenterCrop/) - [CoarseDropout Transform](https://albumentations.ai/explore/transform/CoarseDropout/) - [ConstrainedCoarseDropout Transform](https://albumentations.ai/explore/transform/ConstrainedCoarseDropout/) - [CopyAndPaste Transform](https://albumentations.ai/explore/transform/CopyAndPaste/) - [Crop Transform](https://albumentations.ai/explore/transform/Crop/) - [CropAndPad Transform](https://albumentations.ai/explore/transform/CropAndPad/) - [CropNonEmptyMaskIfExists Transform](https://albumentations.ai/explore/transform/CropNonEmptyMaskIfExists/) - [D4 Transform](https://albumentations.ai/explore/transform/D4/) - [ElasticTransform Transform](https://albumentations.ai/explore/transform/ElasticTransform/) - [Erasing Transform](https://albumentations.ai/explore/transform/Erasing/) - [FrequencyMasking Transform](https://albumentations.ai/explore/transform/FrequencyMasking/) - [GridDistortion Transform](https://albumentations.ai/explore/transform/GridDistortion/) - [GridDropout Transform](https://albumentations.ai/explore/transform/GridDropout/) - [GridElasticDeform Transform](https://albumentations.ai/explore/transform/GridElasticDeform/) - [GridMask Transform](https://albumentations.ai/explore/transform/GridMask/) - [HorizontalFlip Transform](https://albumentations.ai/explore/transform/HorizontalFlip/) - [LetterBox Transform](https://albumentations.ai/explore/transform/LetterBox/) - [LongestMaxSize Transform](https://albumentations.ai/explore/transform/LongestMaxSize/) - [MaskDropout Transform](https://albumentations.ai/explore/transform/MaskDropout/) - [Morphological Transform](https://albumentations.ai/explore/transform/Morphological/) - [Mosaic Transform](https://albumentations.ai/explore/transform/Mosaic/) - [NoOp Transform](https://albumentations.ai/explore/transform/NoOp/) - [OpticalDistortion Transform](https://albumentations.ai/explore/transform/OpticalDistortion/) - [Pad Transform](https://albumentations.ai/explore/transform/Pad/) - [PadIfNeeded Transform](https://albumentations.ai/explore/transform/PadIfNeeded/) - [Perspective Transform](https://albumentations.ai/explore/transform/Perspective/) - [PixelDropout Transform](https://albumentations.ai/explore/transform/PixelDropout/) - [PixelSpread Transform](https://albumentations.ai/explore/transform/PixelSpread/) - [RandomCrop Transform](https://albumentations.ai/explore/transform/RandomCrop/) - [RandomCropFromBorders Transform](https://albumentations.ai/explore/transform/RandomCropFromBorders/) - [RandomCropNearBBox Transform](https://albumentations.ai/explore/transform/RandomCropNearBBox/) - [RandomGridShuffle Transform](https://albumentations.ai/explore/transform/RandomGridShuffle/) - [RandomResizedCrop Transform](https://albumentations.ai/explore/transform/RandomResizedCrop/) - [RandomRotate90 Transform](https://albumentations.ai/explore/transform/RandomRotate90/) - [RandomScale Transform](https://albumentations.ai/explore/transform/RandomScale/) - [RandomSizedBBoxSafeCrop Transform](https://albumentations.ai/explore/transform/RandomSizedBBoxSafeCrop/) - [RandomSizedCrop Transform](https://albumentations.ai/explore/transform/RandomSizedCrop/) - [Resize Transform](https://albumentations.ai/explore/transform/Resize/) - [Rotate Transform](https://albumentations.ai/explore/transform/Rotate/) - [SafeRotate Transform](https://albumentations.ai/explore/transform/SafeRotate/) - [ShiftScaleRotate Transform](https://albumentations.ai/explore/transform/ShiftScaleRotate/) - [SmallestMaxSize Transform](https://albumentations.ai/explore/transform/SmallestMaxSize/) - [SquareSymmetry Transform](https://albumentations.ai/explore/transform/SquareSymmetry/) - [ThinPlateSpline Transform](https://albumentations.ai/explore/transform/ThinPlateSpline/) - [TimeMasking Transform](https://albumentations.ai/explore/transform/TimeMasking/) - [TimeReverse Transform](https://albumentations.ai/explore/transform/TimeReverse/) - [Transpose Transform](https://albumentations.ai/explore/transform/Transpose/) - [VerticalFlip Transform](https://albumentations.ai/explore/transform/VerticalFlip/) - [WaterRefraction Transform](https://albumentations.ai/explore/transform/WaterRefraction/) - [XYMasking Transform](https://albumentations.ai/explore/transform/XYMasking/) - [CenterCrop3D Transform](https://albumentations.ai/explore/transform/CenterCrop3D/) - [CoarseDropout3D Transform](https://albumentations.ai/explore/transform/CoarseDropout3D/) - [CubicSymmetry Transform](https://albumentations.ai/explore/transform/CubicSymmetry/) - [GridShuffle3D Transform](https://albumentations.ai/explore/transform/GridShuffle3D/) - [Pad3D Transform](https://albumentations.ai/explore/transform/Pad3D/) - [PadIfNeeded3D Transform](https://albumentations.ai/explore/transform/PadIfNeeded3D/) - [RandomCrop3D Transform](https://albumentations.ai/explore/transform/RandomCrop3D/)