Zero-Shot Semantic Segmentation on PASCAL VOC

Metric: Transductive Setting hIoU (higher is better)

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#	Model↕	Transductive Setting hIoU▼	Extra Data	Paper	Date↕	Code
1	OTSeg+	94.4	No	OTSeg: Multi-prompt Sinkhorn Attention for Zero-...	2024-03-21	Code
2	OTSeg	94.2	No	OTSeg: Multi-prompt Sinkhorn Attention for Zero-...	2024-03-21	Code
3	CLIP-RC	93	No	-	-	Code
4	ZegCLIP	91.1	No	ZegCLIP: Towards Adapting CLIP for Zero-shot Sem...	2022-12-07	Code
5	MaskCLIP+	87.4	No	Extract Free Dense Labels from CLIP	2021-12-02	Code
6	FreeSeg	86.9	No	FreeSeg: Free Mask from Interpretable Contrastiv...	2022-09-27	-
7	zsseg	79.3	No	A Simple Baseline for Open-Vocabulary Semantic S...	2021-12-29	Code
8	STRICT	49.8	No	A Closer Look at Self-training for Zero-Label Se...	2021-04-21	Code
9	CaGNet	43.7	No	Context-aware Feature Generation for Zero-shot S...	2020-08-16	Code
10	SPNet	38.8	No	-	-	Code
11	ZS5	33.8	No	Zero-Shot Semantic Segmentation	2019-06-03	Code

#1OTSeg+SOTA
94.4
Transductive Setting hIoU· 2024-03-21
OTSeg: Multi-prompt Sinkhorn Attention for Zero-Shot Semantic Segmentation Code
#2OTSeg
94.2
Transductive Setting hIoU· 2024-03-21
OTSeg: Multi-prompt Sinkhorn Attention for Zero-Shot Semantic Segmentation Code
#3CLIP-RC
93
Transductive Setting hIoU
No paperCode
#4ZegCLIPSOTA
91.1
Transductive Setting hIoU· 2022-12-07
ZegCLIP: Towards Adapting CLIP for Zero-shot Semantic Segmentation Code
#5MaskCLIP+SOTA
87.4
Transductive Setting hIoU· 2021-12-02
Extract Free Dense Labels from CLIP Code
#6FreeSeg
86.9
Transductive Setting hIoU· 2022-09-27
FreeSeg: Free Mask from Interpretable Contrastive Language-Image Pretraining for Semantic Segmentation
#7zsseg
79.3
Transductive Setting hIoU· 2021-12-29
A Simple Baseline for Open-Vocabulary Semantic Segmentation with Pre-trained Vision-language Model Code
#8STRICTSOTA
49.8
Transductive Setting hIoU· 2021-04-21
A Closer Look at Self-training for Zero-Label Semantic Segmentation Code
#9CaGNetSOTA
43.7
Transductive Setting hIoU· 2020-08-16
Context-aware Feature Generation for Zero-shot Semantic Segmentation Code
#10SPNet
38.8
Transductive Setting hIoU
No paperCode
#11ZS5SOTA
33.8
Transductive Setting hIoU· 2019-06-03
Zero-Shot Semantic Segmentation Code