Image Segmentation


Image segmentation is the process of partitioning a digital image into multiple segments (sets of pixels, also known as image objects).

Overview

An Overview of Semantic Image Segmentation
Image segmentation is a computer vision task in which we label specific regions of an image according to what's being shown.
semantic-segmentation image-segmentation segmentation computer-vision

Tutorials

Evaluating Image Segmentation Models
A look at evaluation techniques for semantic and instance segmentation.
semantic-composition instance-segmentation image-segmentation computer-vision
Stochastic Segmentation Networks
An efficient probabilistic method for modelling aleatoric uncertainty with any image segmentation network architecture.
image-segmentation health medical mri

Libraries

General
Segmentation Models
Segmentation models with pretrained backbones. Keras and TensorFlow Keras.
image-segmentation model-store models unet
Detectron2
FAIR's next-generation platform for object detection and segmentation.
object-detection detectron detectron2 pytorch
MSeg: A Composite Dataset for Multi-domain Semantic Segmentation
A composite dataset that unifies semantic segmentation datasets from different domains.
image-segmentation segmentation instance-segmentation panoptic-segmentation
Computer Vision Annotation Tool (CVAT)
Free, online, interactive video and image annotation tool for computer vision.
video-annotation image-annotation annotation image-segmentation
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