Segmentation


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 segmentation computer-vision article
A 2020 guide to Semantic Segmentation
Concept of image segmentation, discuss the relevant use-cases, different neural network architectures involved in achieving the results, metrics and ...
semantic-segmentation computer-vision segmentation article

Tutorials

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

Libraries

General
Segmentation Models
Segmentation models with pretrained backbones. Keras and TensorFlow Keras.
model-store models unet computer-vision
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.
segmentation instance-segmentation panoptic-segmentation multi-domain
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