Fast, flexible, and advanced augmentation library for deep learning, computer vision, and medical imaging. Albumentations offers a wide range of transformations for both 2D (images, masks, bboxes, keypoints) and 3D (volumes, volumetric masks, keypoints) data, with optimized performance and seamless integration into ML workflows.
- 2D
- augmentation
- 3D
- aerial
- photography
- anomaly
- detection
- artificial
- intelligence
- autonomous
- driving
- bounding
- boxes
- classification
- computer
- vision
- library
- data
- preprocessing
- science
- deep
- learning
- depth
- estimation
- face
- recognition
- fast
- image
- processing
- transformation
- images
- instance
- segmentation
- keras
- keypoint
- keypoints
- machine
- tools
- masks
- medical
- imaging
- microscopy
- object
- counting
- optimized
- performance
- panoptic
- pose
- python
- pytorch
- quality
- inspection
- real-time
- robotics
- satellite
- imagery
- semantic
- tensorflow
- volumes
- volumetric
- deep-learning
- fast-augmentations
- image-augmentation
- image-classification
- image-processing
- image-segmentation
- machine-learning
- object-detection