10-shot image generation on Cityscapes 100 samples labeled

Metric: Validation mIoU (higher is better)

LeaderboardDataset

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#	Model↕	Validation mIoU▼	Extra Data	Paper	Date↕	Code
1	SemiVL (ViT-B/16)	76.2	No	SemiVL: Semi-Supervised Semantic Segmentation wi...	2023-11-27	Code
2	UniMatch (DeepLab v3+ with ResNet-101)	73	No	Revisiting Weak-to-Strong Consistency in Semi-Su...	2022-08-21	Code
3	CW-BASS (DeepLab v3+ with ResNet-50)	65.87	No	Confidence-Weighted Boundary-Aware Learning for ...	2025-02-21	Code
4	CutMix (DeepLab v2, ImageNet pre-trained)	51.2	No	Semi-supervised semantic segmentation needs stro...	2019-06-05	Code

#1SemiVL (ViT-B/16)SOTA
76.2
Validation mIoU· 2023-11-27
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance Code
#2UniMatch (DeepLab v3+ with ResNet-101)SOTA
73
Validation mIoU· 2022-08-21
Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation Code
#3CW-BASS (DeepLab v3+ with ResNet-50)
65.87
Validation mIoU· 2025-02-21
Confidence-Weighted Boundary-Aware Learning for Semi-Supervised Semantic Segmentation Code
#4CutMix (DeepLab v2, ImageNet pre-trained)SOTA
51.2
Validation mIoU· 2019-06-05
Semi-supervised semantic segmentation needs strong, varied perturbations Code