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COCO-Stuff-27
Semantic Segmentation on COCO-Stuff-27
Metric: Clustering [mIoU] (higher is better)
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Date (oldest first)
Model name (A→Z)
#
Model
↕
Clustering [mIoU]
▼
Extra Data
Paper
Date
↕
Code
1
DynaSeg - FSF (ResNet-18 FPN)
54.1
No
DynaSeg: A Deep Dynamic Fusion Method for Unsupe...
2024-05-09
Code
2
DiffCut
49.1
No
DiffCut: Catalyzing Zero-Shot Semantic Segmentat...
2024-06-05
Code
3
CAUSE (DINOv2, ViT-B/14)
45.3
No
Causal Unsupervised Semantic Segmentation
2023-10-11
Code
4
CAUSE (ViT-B/8)
41.9
No
Causal Unsupervised Semantic Segmentation
2023-10-11
Code
5
U2Seg
30.2
No
Unsupervised Universal Image Segmentation
2023-12-28
Code
6
PriMaPs+STEGO (DINO ViT-B/8)
29.7
No
Boosting Unsupervised Semantic Segmentation with...
2024-04-25
Code
7
DepthG (ViT-B/8)
29
No
Unsupervised Semantic Segmentation Through Depth...
2023-09-21
Code
8
STEGO (ViT-B/8)
28.2
No
Unsupervised Semantic Segmentation by Distilling...
2022-03-16
Code
9
EAGLE (DINO, ViT-S/8)
27.2
No
EAGLE: Eigen Aggregation Learning for Object-Cen...
2024-03-03
Code
10
SmooSeg (DINO, ViT-S/8)
26.7
No
-
-
-
11
DepthG w/ 3D-LHP (ViT-S/8)
26.7
No
Unsupervised Semantic Segmentation Through Depth...
2023-09-21
Code
12
EQUSS
25.8
No
Expand-and-Quantize: Unsupervised Semantic Segme...
2023-12-12
-
13
EQUSS (ViT-S)
25.8
No
Expand-and-Quantize: Unsupervised Semantic Segme...
2023-12-12
-
14
DepthG (ViT-S/8)
25.6
No
Unsupervised Semantic Segmentation Through Depth...
2023-09-21
Code
15
PriMaPs+HP (DINO ViT-S/8)
25.1
No
Boosting Unsupervised Semantic Segmentation with...
2024-04-25
Code
16
HP (ViT-S/8)
24.6
No
Leveraging Hidden Positives for Unsupervised Sem...
2023-03-27
Code
17
STEGO (ViT-S/8)
24.5
No
Unsupervised Semantic Segmentation by Distilling...
2022-03-16
Code
18
HP (ViT-S/16)
24.3
No
Leveraging Hidden Positives for Unsupervised Sem...
2023-03-27
Code
19
CrOC (ViT-S/16, COCO+)
21.9
No
CrOC: Cross-View Online Clustering for Dense Vis...
2023-03-23
Code
20
ViCE
21.77
No
ViCE: Improving Dense Representation Learning by...
2021-11-24
Code
21
FS4
15.69
No
Fully Self-Supervised Learning for Semantic Segm...
2022-02-24
-
22
PiCIE + H
14.36
No
PiCIE: Unsupervised Semantic Segmentation using ...
2021-03-30
Code
#1
DynaSeg - FSF (ResNet-18 FPN)
SOTA
54.1
Clustering [mIoU]
· 2024-05-09
DynaSeg: A Deep Dynamic Fusion Method for Unsupervised Image Segmentation Incorporating Feature Similarity and Spatial Continuity
Code
#2
DiffCut
49.1
Clustering [mIoU]
· 2024-06-05
DiffCut: Catalyzing Zero-Shot Semantic Segmentation with Diffusion Features and Recursive Normalized Cut
Code
#3
CAUSE (DINOv2, ViT-B/14)
SOTA
45.3
Clustering [mIoU]
· 2023-10-11
Causal Unsupervised Semantic Segmentation
Code
#4
CAUSE (ViT-B/8)
41.9
Clustering [mIoU]
· 2023-10-11
Causal Unsupervised Semantic Segmentation
Code
#5
U2Seg
30.2
Clustering [mIoU]
· 2023-12-28
Unsupervised Universal Image Segmentation
Code
#6
PriMaPs+STEGO (DINO ViT-B/8)
29.7
Clustering [mIoU]
· 2024-04-25
Boosting Unsupervised Semantic Segmentation with Principal Mask Proposals
Code
#7
DepthG (ViT-B/8)
SOTA
29
Clustering [mIoU]
· 2023-09-21
Unsupervised Semantic Segmentation Through Depth-Guided Feature Correlation and Sampling
Code
#8
STEGO (ViT-B/8)
SOTA
28.2
Clustering [mIoU]
· 2022-03-16
Unsupervised Semantic Segmentation by Distilling Feature Correspondences
Code
#9
EAGLE (DINO, ViT-S/8)
27.2
Clustering [mIoU]
· 2024-03-03
EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation
Code
#10
SmooSeg (DINO, ViT-S/8)
26.7
Clustering [mIoU]
No paper
#11
DepthG w/ 3D-LHP (ViT-S/8)
26.7
Clustering [mIoU]
· 2023-09-21
Unsupervised Semantic Segmentation Through Depth-Guided Feature Correlation and Sampling
Code
#12
EQUSS
25.8
Clustering [mIoU]
· 2023-12-12
Expand-and-Quantize: Unsupervised Semantic Segmentation Using High-Dimensional Space and Product Quantization
#13
EQUSS (ViT-S)
25.8
Clustering [mIoU]
· 2023-12-12
Expand-and-Quantize: Unsupervised Semantic Segmentation Using High-Dimensional Space and Product Quantization
#14
DepthG (ViT-S/8)
25.6
Clustering [mIoU]
· 2023-09-21
Unsupervised Semantic Segmentation Through Depth-Guided Feature Correlation and Sampling
Code
#15
PriMaPs+HP (DINO ViT-S/8)
25.1
Clustering [mIoU]
· 2024-04-25
Boosting Unsupervised Semantic Segmentation with Principal Mask Proposals
Code
#16
HP (ViT-S/8)
24.6
Clustering [mIoU]
· 2023-03-27
Leveraging Hidden Positives for Unsupervised Semantic Segmentation
Code
#17
STEGO (ViT-S/8)
24.5
Clustering [mIoU]
· 2022-03-16
Unsupervised Semantic Segmentation by Distilling Feature Correspondences
Code
#18
HP (ViT-S/16)
24.3
Clustering [mIoU]
· 2023-03-27
Leveraging Hidden Positives for Unsupervised Semantic Segmentation
Code
#19
CrOC (ViT-S/16, COCO+)
21.9
Clustering [mIoU]
· 2023-03-23
CrOC: Cross-View Online Clustering for Dense Visual Representation Learning
Code
#20
ViCE
SOTA
21.77
Clustering [mIoU]
· 2021-11-24
ViCE: Improving Dense Representation Learning by Superpixelization and Contrasting Cluster Assignment
Code
#21
FS4
15.69
Clustering [mIoU]
· 2022-02-24
Fully Self-Supervised Learning for Semantic Segmentation
#22
PiCIE + H
SOTA
14.36
Clustering [mIoU]
· 2021-03-30
PiCIE: Unsupervised Semantic Segmentation using Invariance and Equivariance in Clustering
Code