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!
| 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 |
| Year | Topic | Paper | Website |
|---|---|---|---|
| 2021 | ImageNet-S: Large-scale Unsupervised Semantic Segmentation | arXiv | homepage |
facebook vissl
deep clustering toolbox
pytorch metric learning
The work is licensed under The MIT License.