/Awesome-Unsupervised-Semantic-Segmentation

A summary of recent unsupervised semantic segmentation methods

Awesome-Unsupervised-Semantic-Segmentation

Awesome

This is a summary of recent unsupervised semantic segmentation methods.

PaperWithCode

Unsupervised Semantic Segmentation

Large-Scale Unsupervised Semantic Segmentation

Datasets

ImageNet-S

Dataset category train val test
ImageNet-S 50 50 64431 752 1682
ImageNet-S 300 300 384862 4097 9088
ImageNet-S 919 1183322 12419 27423

2023

Leveraging Hidden Positives for Unsupervised Semantic Segmentation

Title Abbreviation Published Dataset CODE PDF
Leveraging Hidden Positives for Unsupervised Semantic Segmentation HP CVPR2023 COCO, Cityscapes, Potsdam pytorch paper
ACSeg: Adaptive Conceptualization for Unsupervised Semantic Segmentation ACSeg CVPR2023 VOC, COCO paper
Unsupervised Semantic Segmentation with Self-supervised Object-centric Representation COMUS ICLR2023 VOC, COCO paper

2022

Title Abbreviation Published Dataset CODE PDF
Large-scale Unsupervised Semantic Segmentation PASS TPAMI2022 ImageNet-S pytorch | jittor paper
Discovering Object Masks with Transformers for Unsupervised Semantic Segmentation MaskDistill arxiv VOC, COCO paper
Self-Supervised Learning of Object Parts for Semantic Segmentation Leopart CVPR2022 VOC, COCO, ImageNet-100 pytorch paper
Deep Spectral Methods: A Surprisingly Strong Baseline for Unsupervised Semantic Segmentation and Localization - CVPR2022 VOC, COCO pytorch paper
Unsupervised Hierarchical Semantic Segmentation with Multiview Cosegmentation and Clustering Transformer HSG CVPR2022 VOC, COCO, Cityscapes, Potsdam, KITTI-STEP pytorch paper
TransFGU: A Top-down Approach to Fine-Grained Unsupervised Semantic Segmentation TransFGU ECCV2022 VOC, COCO, Cityscapes, LIP pytorch paper
Unsupervised Semantic Segmentation by Distilling Feature Correspondences STEGO ICLR2022 COCO, Cityscapes pytorch paper
Unsupervised Image Semantic Segmentation through Superpixels and Graph Neural Networks SGSeg arxiv COCO, Potsdam paper
Rethinking Alignment and Uniformity in Unsupervised Image Semantic Segmentation SAN arxiv COCO, Cityscapes, Potsdam paper
Fully Self-Supervised Learning for Semantic Segmentation FS4 arxiv COCO paper

2021

Title Abbreviation Published Dataset CODE PDF
Unsupervised Semantic Segmentation by Contrasting Object Mask Proposals MaskContrast ICCV2021 VOC pytorch paper
PiCIE: Unsupervised Semantic Segmentation using Invariance and Equivariance in Clustering PICIE CVPR2021 COCO, Cityscapes pytorch paper
InfoSeg: Unsupervised Semantic Image Segmentation with Mutual Information Maximization InfoSeg GCPR2021 COCO, Potsdam paper
Unsupervised Image Segmentation by Mutual Information Maximization and Adversarial Regularization InMARS RA-L2021 COCO, Potsdam paper

2020

Title Abbreviation Published Dataset CODE PDF
Self-Supervised Visual Representation Learning from Hierarchical Grouping - NIPS2020 VOC, COCO paper
Autoregressive Unsupervised Image Segmentation AC ECCV2020 COCO, Potsdam pytorch paper

2019

Title Abbreviation Published Dataset CODE PDF
Invariant Information Clustering for Unsupervised Image Classification and Segmentation IIC ICCV2019 COCO, Potsdam pytorch paper
SegSort: Segmentation by Discriminative Sorting of Segments SegSort ICCV2019 VOC tensorflow paper