10-shot image generation on Cityscapes test

Metric: mIoU (higher is better)

LeaderboardDataset

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Results

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#	Model↕	mIoU▼	Extra Data	Paper	Date↕	Code
1	EDANet	67.3	No	Efficient Dense Modules of Asymmetric Convolutio...	2018-09-17	Code
2	CARB	51.8	No	Weakly Supervised Semantic Segmentation for Driv...	2023-12-21	Code
3	CUPS	26.8	No	Scene-Centric Unsupervised Panoptic Segmentation	2025-04-02	Code
4	ViCE	25.2	No	ViCE: Improving Dense Representation Learning by...	2021-11-24	Code
5	EAGLE (DINO, ViT-B/8)	22.1	No	EAGLE: Eigen Aggregation Learning for Object-Cen...	2024-03-03	Code
6	EQUSS	22	No	Expand-and-Quantize: Unsupervised Semantic Segme...	2023-12-12	-
7	PriMaPs-EM + STEGO (DINO ViT-B/8)	21.6	No	Boosting Unsupervised Semantic Segmentation with...	2024-04-25	Code
8	STEGO	21	No	Unsupervised Semantic Segmentation by Distilling...	2022-03-16	Code
9	EAGLE (DINO, ViT-S/8)	19.7	No	EAGLE: Eigen Aggregation Learning for Object-Cen...	2024-03-03	Code
10	PriMaPs-EM (DINO ViT-S/8)	19.4	No	Boosting Unsupervised Semantic Segmentation with...	2024-04-25	Code
11	HP	18.4	No	Leveraging Hidden Positives for Unsupervised Sem...	2023-03-27	Code
12	GraPix + AUT	14.54	No	-	-	Code
13	Grapix	14.33	No	-	-	Code
14	PiCIE	12.3	No	PiCIE: Unsupervised Semantic Segmentation using ...	2021-03-30	Code
15	MDC	7.1	No	Deep Clustering for Unsupervised Learning of Vis...	2018-07-15	Code

#1EDANetSOTA
67.3
mIoU· 2018-09-17
Efficient Dense Modules of Asymmetric Convolution for Real-Time Semantic Segmentation Code
#2CARB
51.8
mIoU· 2023-12-21
Weakly Supervised Semantic Segmentation for Driving Scenes Code
#3CUPS
26.8
mIoU· 2025-04-02
Scene-Centric Unsupervised Panoptic Segmentation Code
#4ViCE
25.2
mIoU· 2021-11-24
ViCE: Improving Dense Representation Learning by Superpixelization and Contrasting Cluster Assignment Code
#5EAGLE (DINO, ViT-B/8)
22.1
mIoU· 2024-03-03
EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation Code
#6EQUSS
22
mIoU· 2023-12-12
Expand-and-Quantize: Unsupervised Semantic Segmentation Using High-Dimensional Space and Product Quantization
#7PriMaPs-EM + STEGO (DINO ViT-B/8)
21.6
mIoU· 2024-04-25
Boosting Unsupervised Semantic Segmentation with Principal Mask Proposals Code
#8STEGO
21
mIoU· 2022-03-16
Unsupervised Semantic Segmentation by Distilling Feature Correspondences Code
#9EAGLE (DINO, ViT-S/8)
19.7
mIoU· 2024-03-03
EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation Code
#10PriMaPs-EM (DINO ViT-S/8)
19.4
mIoU· 2024-04-25
Boosting Unsupervised Semantic Segmentation with Principal Mask Proposals Code
#11HP
18.4
mIoU· 2023-03-27
Leveraging Hidden Positives for Unsupervised Semantic Segmentation Code
#12GraPix + AUT
14.54
mIoU
No paperCode
#13Grapix
14.33
mIoU
No paperCode
#14PiCIE
12.3
mIoU· 2021-03-30
PiCIE: Unsupervised Semantic Segmentation using Invariance and Equivariance in Clustering Code
#15MDCSOTA
7.1
mIoU· 2018-07-15
Deep Clustering for Unsupervised Learning of Visual Features Code