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SotA/Computer Vision/Unsupervised Semantic Segmentation/COCO-Stuff-27

Unsupervised Semantic Segmentation on COCO-Stuff-27

Metric: Clustering [mIoU] (higher is better)

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#Model↕Clustering [mIoU]▼Extra DataPaperDate↕Code
1DynaSeg - FSF (ResNet-18 FPN)54.1NoDynaSeg: A Deep Dynamic Fusion Method for Unsupe...2024-05-09Code
2DiffCut49.1NoDiffCut: Catalyzing Zero-Shot Semantic Segmentat...2024-06-05Code
3CAUSE (DINOv2, ViT-B/14)45.3NoCausal Unsupervised Semantic Segmentation2023-10-11Code
4CAUSE (ViT-B/8)41.9NoCausal Unsupervised Semantic Segmentation2023-10-11Code
5U2Seg30.2NoUnsupervised Universal Image Segmentation2023-12-28Code
6PriMaPs+STEGO (DINO ViT-B/8)29.7NoBoosting Unsupervised Semantic Segmentation with...2024-04-25Code
7DepthG (ViT-B/8)29NoUnsupervised Semantic Segmentation Through Depth...2023-09-21Code
8STEGO (ViT-B/8)28.2NoUnsupervised Semantic Segmentation by Distilling...2022-03-16Code
9EAGLE (DINO, ViT-S/8)27.2NoEAGLE: Eigen Aggregation Learning for Object-Cen...2024-03-03Code
10SmooSeg (DINO, ViT-S/8)26.7No---
11DepthG w/ 3D-LHP (ViT-S/8)26.7NoUnsupervised Semantic Segmentation Through Depth...2023-09-21Code
12EQUSS25.8NoExpand-and-Quantize: Unsupervised Semantic Segme...2023-12-12-
13EQUSS (ViT-S)25.8NoExpand-and-Quantize: Unsupervised Semantic Segme...2023-12-12-
14DepthG (ViT-S/8)25.6NoUnsupervised Semantic Segmentation Through Depth...2023-09-21Code
15PriMaPs+HP (DINO ViT-S/8)25.1NoBoosting Unsupervised Semantic Segmentation with...2024-04-25Code
16HP (ViT-S/8)24.6NoLeveraging Hidden Positives for Unsupervised Sem...2023-03-27Code
17STEGO (ViT-S/8)24.5NoUnsupervised Semantic Segmentation by Distilling...2022-03-16Code
18HP (ViT-S/16)24.3NoLeveraging Hidden Positives for Unsupervised Sem...2023-03-27Code
19CrOC (ViT-S/16, COCO+)21.9NoCrOC: Cross-View Online Clustering for Dense Vis...2023-03-23Code
20ViCE21.77NoViCE: Improving Dense Representation Learning by...2021-11-24Code
21FS415.69NoFully Self-Supervised Learning for Semantic Segm...2022-02-24-
22PiCIE + H14.36NoPiCIE: Unsupervised Semantic Segmentation using ...2021-03-30Code