10-shot image generation on COCO-Stuff-27

Metric: Clustering [mIoU] (higher is better)

LeaderboardDataset

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Results

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#	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

#1DynaSeg - 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
#2DiffCut
49.1
Clustering [mIoU]· 2024-06-05
DiffCut: Catalyzing Zero-Shot Semantic Segmentation with Diffusion Features and Recursive Normalized Cut Code
#3CAUSE (DINOv2, ViT-B/14)SOTA
45.3
Clustering [mIoU]· 2023-10-11
Causal Unsupervised Semantic Segmentation Code
#4CAUSE (ViT-B/8)
41.9
Clustering [mIoU]· 2023-10-11
Causal Unsupervised Semantic Segmentation Code
#5U2Seg
30.2
Clustering [mIoU]· 2023-12-28
Unsupervised Universal Image Segmentation Code
#6PriMaPs+STEGO (DINO ViT-B/8)
29.7
Clustering [mIoU]· 2024-04-25
Boosting Unsupervised Semantic Segmentation with Principal Mask Proposals Code
#7DepthG (ViT-B/8)SOTA
29
Clustering [mIoU]· 2023-09-21
Unsupervised Semantic Segmentation Through Depth-Guided Feature Correlation and Sampling Code
#8STEGO (ViT-B/8)SOTA
28.2
Clustering [mIoU]· 2022-03-16
Unsupervised Semantic Segmentation by Distilling Feature Correspondences Code
#9EAGLE (DINO, ViT-S/8)
27.2
Clustering [mIoU]· 2024-03-03
EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation Code
#10SmooSeg (DINO, ViT-S/8)
26.7
Clustering [mIoU]
No paper
#11DepthG w/ 3D-LHP (ViT-S/8)
26.7
Clustering [mIoU]· 2023-09-21
Unsupervised Semantic Segmentation Through Depth-Guided Feature Correlation and Sampling Code
#12EQUSS
25.8
Clustering [mIoU]· 2023-12-12
Expand-and-Quantize: Unsupervised Semantic Segmentation Using High-Dimensional Space and Product Quantization
#13EQUSS (ViT-S)
25.8
Clustering [mIoU]· 2023-12-12
Expand-and-Quantize: Unsupervised Semantic Segmentation Using High-Dimensional Space and Product Quantization
#14DepthG (ViT-S/8)
25.6
Clustering [mIoU]· 2023-09-21
Unsupervised Semantic Segmentation Through Depth-Guided Feature Correlation and Sampling Code
#15PriMaPs+HP (DINO ViT-S/8)
25.1
Clustering [mIoU]· 2024-04-25
Boosting Unsupervised Semantic Segmentation with Principal Mask Proposals Code
#16HP (ViT-S/8)
24.6
Clustering [mIoU]· 2023-03-27
Leveraging Hidden Positives for Unsupervised Semantic Segmentation Code
#17STEGO (ViT-S/8)
24.5
Clustering [mIoU]· 2022-03-16
Unsupervised Semantic Segmentation by Distilling Feature Correspondences Code
#18HP (ViT-S/16)
24.3
Clustering [mIoU]· 2023-03-27
Leveraging Hidden Positives for Unsupervised Semantic Segmentation Code
#19CrOC (ViT-S/16, COCO+)
21.9
Clustering [mIoU]· 2023-03-23
CrOC: Cross-View Online Clustering for Dense Visual Representation Learning Code
#20ViCESOTA
21.77
Clustering [mIoU]· 2021-11-24
ViCE: Improving Dense Representation Learning by Superpixelization and Contrasting Cluster Assignment Code
#21FS4
15.69
Clustering [mIoU]· 2022-02-24
Fully Self-Supervised Learning for Semantic Segmentation
#22PiCIE + HSOTA
14.36
Clustering [mIoU]· 2021-03-30
PiCIE: Unsupervised Semantic Segmentation using Invariance and Equivariance in Clustering Code