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An up-to-date & curated list of awesome semi-supervised segmentation papers, methods & resources.

computer-vision deep-learning machine-learning semantic-segmentation semi-supervised-learning semi-supervised-segmentation

awesome-semi-supervised-segmentation's Introduction

Awesome Semi-Supervised Segmentation

Awesome MIT License PRs Welcome Maintenance

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A curated list of awesome Semi-Supervised Segmentation. A topical extension of awesome-semi-supervised-learning for segmentation.

Surveys & Overview

Date The First and Last Authors Title Code Reference
2023-02 Adrian Peláez-Vegas and Julián Luengo A Survey on Semi-Supervised Semantic Segmentation N/A arXiv'2023

Papers (with code)

Date Title Abbreviation Code Reference
2023-11 SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance SemiVL CodeGithub stars arXiv'2023
2023-10 Switching Temporary Teachers for Semi-Supervised Semantic Segmentation Dual Teacher CodeGithub stars NIPS'2023
2023-06 CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation CorrMatch CodeGithub stars arXiv'2023
2022-10 Fuzzy Positive Learning for Semi-Supervised Semantic Segmentation FPL CodeGithub stars CVPR'2023
2022-10 Semi-supervised Semantic Segmentation with Prototype-based Consistency Regularization - CodeGithub stars NIPS'2022
2022-08 Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation UniMatch CodeGithub stars CVPR'2023
2022-03 Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels U2PL CodeGithub stars CVPR'2022
2021-06 Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision CPS CodeGithub stars CVPR'2021
2020-08 Guided Collaborative Training for Pixel-wise Semi-Supervised Learning GCT CodeGithub stars ECCV'2020
2020-07 ClassMix: Segmentation-Based Data Augmentation for Semi-Supervised Learning ClassMix CodeGithub stars WACV'2021
2020-03 Semi-Supervised Semantic Segmentation With Cross-Consistency Training CCT CodeGithub stars CVPR'2020
2020-01 FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence FixMatch CodeGithub stars NIPS'2020
2019-08 Semi-Supervised Semantic Segmentation with High- and Low-level Consistency s4GAN CodeGithub stars TPAMI'2019
2018-11 ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation AdvEnt CodeGithub stars CVPR'2019
2018-02 Adversarial learning for semi-supervised semantic segmentation AdvSemSeg CodeGithub stars arXiv'2018
2017-10 Semi Supervised Semantic Segmentation Using Generative Adversarial Network - Code*Github stars ICCV'2017

*: Unofficial Implementation

Contributing

If you find any errors, or you wish to add some papers, please feel free to contribute to this list by contacting me or by creating a pull request using the above format.

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