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All about Segmentation

[가짜연구소] All about Segmentation

Semantic Segmentation

Overview
A. Fully Convolutional Network
B. Convolutional encoder-decoder
C. Transformer based method
- SETR - CVPR 2021
- Segformer - NeurIPS 2021

Instance Segmentation

Overview
A. Sliding Window based Method
- InstanceFCN - ECCV 2016
B. Detector based Method

Panoptic Segmentation

Overview
A. Box based method
- PanopticFPN - CVPR 2019
- DETR - ECCV 2020
B. Box-free Method
- PanopticFCN - CVPR 2021
- MaX-DeepLab - CVPR 2021

Weakly-supervised Segmentation

Overview
A. Learning Pixel Affinity
- AffinityNet - CVPR 2018
- IAL - IJCV 2020
B. Adversarial Erasing
C. Self-Attention
- SEAM - CVPR 2020

Semi-supervised Segmentation

Overview
A. Consistency Regularization
- CCT - CVPR 2020
- Semi-supervised Semantic Segmentation with Directional Context-aware Consistency - CVPR 2021
B. GAN
- Revisiting CycleGAN for semi-supervised segmentation - arXiv:1908.11569
- s4GAN - arXiv:1908.05724

Appendix

Tutorial: DenseCRF for segmentation task

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Introduction
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Latest update: Jan 6, 2022

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A. Consistency Regularization

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