Unsupervised Semantic Segmentation on Cityscapes val

Metric: mIoU (higher is better)

LeaderboardDataset

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#	Model↕	mIoU▼	Extra Data	Paper	Date↕	Code
1	CorrCLIP	51.1	No	CorrCLIP: Reconstructing Correlations in CLIP wi...	2024-11-15	Code
2	Trident	47.6	No	Harnessing Vision Foundation Models for High-Per...	2024-11-14	Code
3	ProxyCLIP	42	No	ProxyCLIP: Proxy Attention Improves CLIP for Ope...	2024-08-09	Code
4	COSMOS ViT-B/16	34.7	No	COSMOS: Cross-Modality Self-Distillation for Vis...	2024-12-02	Code
5	TTD (MaskCLIP)	32	No	TTD: Text-Tag Self-Distillation Enhancing Image-...	2024-03-30	Code
6	TagAlign	27.5	No	TagAlign: Improving Vision-Language Alignment wi...	2023-12-21	Code
7	TTD (TCL)	27	No	TTD: Text-Tag Self-Distillation Enhancing Image-...	2024-03-30	Code
8	ReCo+	24.2	No	ReCo: Retrieve and Co-segment for Zero-shot Tran...	2022-06-14	Code
9	TCL	24	No	Learning to Generate Text-grounded Mask for Open...	2022-12-01	Code
10	Segmenter ViT-S/16	21.8	No	Drive&Segment: Unsupervised Semantic Segmentatio...	2022-03-21	Code
11	ReCo	19.3	No	ReCo: Retrieve and Co-segment for Zero-shot Tran...	2022-06-14	Code
12	CLIPpy ViT-B	18.1	No	Perceptual Grouping in Contrastive Vision-Langua...	2022-10-18	Code
13	MaskCLIP	10	No	Extract Free Dense Labels from CLIP	2021-12-02	Code