Zero-Shot Semantic Segmentation on COCO-Stuff

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Transductive Setting hIoU

Rank	Model	Transductive Setting hIoU	Inductive Setting hIoU	Paper	Code	Year
1	OTSeg+	49.8	41.5	OTSeg: Multi-prompt Sinkhorn Attention for Zero-Shot Semantic Segmentation	cubeyoung/OTSeg	2024
2	CLIP-RC	49.7	41.2	Exploring Regional Clues in CLIP for Zero-Shot Semantic Segmentation	Jittor/JSeg	2024
3	OTSeg	49.5	41.4	OTSeg: Multi-prompt Sinkhorn Attention for Zero-Shot Semantic Segmentation	cubeyoung/OTSeg	2024
4	ZegCLIP	48.5	40.8	ZegCLIP: Towards Adapting CLIP for Zero-shot Semantic Segmentation	ZiqinZhou66/ZegCLIP	2022
5	MVP-SEG+	45.5	-	MVP-SEG: Multi-View Prompt Learning for Open-Vocabulary Semantic Segmentation		2023
6	FreeSeg	45.3	-	FreeSeg: Free Mask from Interpretable Contrastive Language-Image Pretraining for Semantic Segmentation		2022
7	MaskCLIP+	45.0	-	Extract Free Dense Labels from CLIP	chongzhou96/maskclip	2021
8	zsseg	41.5	36.3	A Simple Baseline for Open-Vocabulary Semantic Segmentation with Pre-trained Vision-language Model	mendelxu/zsseg.baseline · openrobotlab/ov_parts	2021
9	STRICT	34.8	-	A Closer Look at Self-training for Zero-Label Semantic Segmentation	giuseppepastore10/STRICT	2021
10	SPNet	30.3	14.0	Semantic Projection Network for Zero- and Few-Label Semantic Segmentation	subhc/SPNet	2019
11	CaGNet	19.5	18.2	Context-aware Feature Generation for Zero-shot Semantic Segmentation	bcmi/CaGNet-Zero-Shot-Semantic-Segmentation · bcmi/CaGNetv2-Zero-Shot-Semantic-Segmentation	2020
12	ZS5	16.2	15.0	Zero-Shot Semantic Segmentation	valeoai/ZS3 · bcmi/CaGNetv2-Zero-Shot-Semantic-Segmentation	2019
13	DeOP	-	38.2	Open-Vocabulary Semantic Segmentation with Decoupled One-Pass Network	conghan0808/deop	2023
14	ZegFormer	-	33.2	Decoupling Zero-Shot Semantic Segmentation	dingjiansw101/zegformer	2021
15	SIGN	-	20.9	SIGN: Spatial-information Incorporated Generative Network for Generalized Zero-shot Semantic Segmentation		2021