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SotA/Medical/Semantic Segmentation/COCO-Stuff-27

Semantic Segmentation on COCO-Stuff-27

Metric: Clustering [Accuracy] (higher is better)

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#Model↕Clustering [Accuracy]▼Extra DataPaperDate↕Code
1DynaSeg - FSF (ResNet-18 FPN)81.1NoDynaSeg: A Deep Dynamic Fusion Method for Unsupe...2024-05-09Code
2CAUSE (DINOv2, ViT-B/14)78NoCausal Unsupervised Semantic Segmentation2023-10-11Code
3CAUSE (ViT-B/8)74.9NoCausal Unsupervised Semantic Segmentation2023-10-11Code
4ViCE64.8NoViCE: Improving Dense Representation Learning by...2021-11-24Code
5EAGLE (DINO, ViT-S/8)64.2NoEAGLE: Eigen Aggregation Learning for Object-Cen...2024-03-03Code
6U2Seg63.9NoUnsupervised Universal Image Segmentation2023-12-28Code
7SmooSeg (DINO, ViT-S/8)63.2No---
8DepthG (ViT-B/8)58.6NoUnsupervised Semantic Segmentation Through Depth...2023-09-21Code
9PriMaPs+STEGO (DINO ViT-B/8)57.9NoBoosting Unsupervised Semantic Segmentation with...2024-04-25Code
10PriMaPs+HP (DINO ViT-S/8)57.8NoBoosting Unsupervised Semantic Segmentation with...2024-04-25Code
11HP (ViT-S/8)57.2NoLeveraging Hidden Positives for Unsupervised Sem...2023-03-27Code
12STEGO (ViT-B/8)56.9NoUnsupervised Semantic Segmentation by Distilling...2022-03-16Code
13DepthG (ViT-S/8)56.3NoUnsupervised Semantic Segmentation Through Depth...2023-09-21Code
14SGSeg55.7NoUnsupervised Image Semantic Segmentation through...2022-10-21-
15DepthG w/ 3D-LHP (ViT-S/8)55.1NoUnsupervised Semantic Segmentation Through Depth...2023-09-21Code
16HP (ViT-S/16)54.5NoLeveraging Hidden Positives for Unsupervised Sem...2023-03-27Code
17EQUSS53.8NoExpand-and-Quantize: Unsupervised Semantic Segme...2023-12-12-
18EQUSS (ViT-S)53.8NoExpand-and-Quantize: Unsupervised Semantic Segme...2023-12-12-
19SAN52NoRethinking Alignment and Uniformity in Unsupervi...2022-11-26-
20PiCIE + H49.99NoPiCIE: Unsupervised Semantic Segmentation using ...2021-03-30Code
21PiCIE48.1NoPiCIE: Unsupervised Semantic Segmentation using ...2021-03-30Code
22Ours (SlotCon)42.36NoSelf-Supervised Visual Representation Learning w...2022-05-30Code
23FS440.38NoFully Self-Supervised Learning for Semantic Segm...2022-02-24-
24IIC21.8NoInvariant Information Clustering for Unsupervise...2018-07-17Code