Zero-Shot Semantic Segmentation on COCO-Stuff

Metric: Transductive Setting hIoU (higher is better)

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#	Model↕	Transductive Setting hIoU▼	Extra Data	Paper	Date↕	Code
1	OTSeg+	49.8	No	OTSeg: Multi-prompt Sinkhorn Attention for Zero-...	2024-03-21	Code
2	CLIP-RC	49.7	No	-	-	Code
3	OTSeg	49.5	No	OTSeg: Multi-prompt Sinkhorn Attention for Zero-...	2024-03-21	Code
4	ZegCLIP	48.5	No	ZegCLIP: Towards Adapting CLIP for Zero-shot Sem...	2022-12-07	Code
5	MVP-SEG+	45.5	No	MVP-SEG: Multi-View Prompt Learning for Open-Voc...	2023-04-14	-
6	FreeSeg	45.3	No	FreeSeg: Free Mask from Interpretable Contrastiv...	2022-09-27	-
7	MaskCLIP+	45	No	Extract Free Dense Labels from CLIP	2021-12-02	Code
8	zsseg	41.5	No	A Simple Baseline for Open-Vocabulary Semantic S...	2021-12-29	Code
9	STRICT	34.8	No	A Closer Look at Self-training for Zero-Label Se...	2021-04-21	Code
10	SPNet	30.3	No	-	-	Code
11	CaGNet	19.5	No	Context-aware Feature Generation for Zero-shot S...	2020-08-16	Code
12	ZS5	16.2	No	Zero-Shot Semantic Segmentation	2019-06-03	Code

#1OTSeg+SOTA
49.8
Transductive Setting hIoU· 2024-03-21
OTSeg: Multi-prompt Sinkhorn Attention for Zero-Shot Semantic Segmentation Code
#2CLIP-RC
49.7
Transductive Setting hIoU
No paperCode
#3OTSeg
49.5
Transductive Setting hIoU· 2024-03-21
OTSeg: Multi-prompt Sinkhorn Attention for Zero-Shot Semantic Segmentation Code
#4ZegCLIPSOTA
48.5
Transductive Setting hIoU· 2022-12-07
ZegCLIP: Towards Adapting CLIP for Zero-shot Semantic Segmentation Code
#5MVP-SEG+
45.5
Transductive Setting hIoU· 2023-04-14
MVP-SEG: Multi-View Prompt Learning for Open-Vocabulary Semantic Segmentation
#6FreeSegSOTA
45.3
Transductive Setting hIoU· 2022-09-27
FreeSeg: Free Mask from Interpretable Contrastive Language-Image Pretraining for Semantic Segmentation
#7MaskCLIP+SOTA
45
Transductive Setting hIoU· 2021-12-02
Extract Free Dense Labels from CLIP Code
#8zsseg
41.5
Transductive Setting hIoU· 2021-12-29
A Simple Baseline for Open-Vocabulary Semantic Segmentation with Pre-trained Vision-language Model Code
#9STRICTSOTA
34.8
Transductive Setting hIoU· 2021-04-21
A Closer Look at Self-training for Zero-Label Semantic Segmentation Code
#10SPNet
30.3
Transductive Setting hIoU
No paperCode
#11CaGNetSOTA
19.5
Transductive Setting hIoU· 2020-08-16
Context-aware Feature Generation for Zero-shot Semantic Segmentation Code
#12ZS5SOTA
16.2
Transductive Setting hIoU· 2019-06-03
Zero-Shot Semantic Segmentation Code