Mirsadeghi / Awesome-Unsupervised-Segmentation

Awesome Unsupervised Segmentation
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Awesome-Unsupervised-Segmentation

Awesome Unsupervised Segmentation

This repository is listed relevant works on un-Supervised segmentation in recent years. In case you like to collaborate on this topic, inform me!

List of papers

Year Topic Paper Code
2022 Rethinking Alignment and Uniformity in Unsupervised Image Semantic Segmentation arXiv --
2022 Boundary-aware Information Maximization for Self-supervised Medical Image Segmentation arXiv --
2022 Unsupervised Image Semantic Segmentation through Superpixels and Graph Neural Networks arXiv --
2022 Unsupervised Hierarchical Semantic Segmentation with Multiview Cosegmentation and Clustering Transformers CVPR github
2021 PiCIE: Unsupervised Semantic Segmentation Using Invariance and Equivariance in Clustering CVPR
2021 InfoSeg: Unsupervised Semantic Image Segmentation with Mutual Information Maximization arXiv --
2021 PiCIE: Unsupervised Semantic Segmentation Using Invariance and Equivariance in Clustering CVPR github
2021 Unsupervised Image Segmentation by Mutual Information Maximization and Adversarial Regularization RA-L & IROS --
2021 Finding an Unsupervised Image Segmenter in Each of Your Deep Generative Models arXiv github
2020 Self-supervision with Superpixels: Training Few-shot Medical Image Segmentation without Annotation ECCV github
2020 Autoregressive Unsupervised Image Segmentation ECCV github
2019 (IIC) Invariant Information Clustering for Unsupervised Image Classification and Segmentation CVPR github

List of Datasts

Year Topic Paper Website
2021 ImageNet-S: Large-scale Unsupervised Semantic Segmentation arXiv homepage

See Also

facebook vissl \ deep clustering toolbox\ pytorch metric learning

License

The work is licensed under The MIT License.