Open Vocabulary Semantic Segmentation on PASCAL Context-459

Metric: mIoU (higher is better)

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#	Model↕	mIoU▼	Extra Data	Paper	Date↕	Code
1	SILC	25.8	No	SILC: Improving Vision Language Pretraining with...	2023-10-20	-
2	UMG-CLIP-E/14	25.2	No	UMG-CLIP: A Unified Multi-Granularity Vision Gen...	2024-01-12	Code
3	MaskCLIP++	23.9	No	MaskCLIP++: A Mask-Based CLIP Fine-tuning Framew...	2024-12-16	Code
4	CAT-Seg	23.8	No	CAT-Seg: Cost Aggregation for Open-Vocabulary Se...	2023-03-21	Code
5	UMG-CLIP-L/14	23.2	No	UMG-CLIP: A Unified Multi-Granularity Vision Gen...	2024-01-12	Code
6	Mask-Adapter	22.7	No	Mask-Adapter: The Devil is in the Masks for Open...	2024-12-05	Code
7	SED	22.6	No	SED: A Simple Encoder-Decoder for Open-Vocabular...	2023-11-27	Code
8	MAFT+	21.6	No	Collaborative Vision-Text Representation Optimiz...	2024-08-01	Code
9	EBSeg-L	21	No	Open-Vocabulary Semantic Segmentation with Image...	2024-06-14	Code
10	FC-CLIP	18.2	No	Convolutions Die Hard: Open-Vocabulary Segmentat...	2023-08-04	Code
11	SCAN	16.7	No	Open-Vocabulary Segmentation with Semantic-Assis...	2023-12-07	Code
12	MAFT-ViTL	15.7	No	Learning Mask-aware CLIP Representations for Zer...	2023-09-30	Code
13	ODISE	14.5	No	Open-Vocabulary Panoptic Segmentation with Text-...	2023-03-08	Code
14	OVSeg Swin-B	12.4	No	Open-Vocabulary Semantic Segmentation with Mask-...	2022-10-09	Code
15	MaskCLIP	10	No	Extract Free Dense Labels from CLIP	2021-12-02	Code