Zero Shot Segmentation on Segmentation in the Wild

Metric: Mean AP (higher is better)

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#	Model↕	Mean AP▼	Extra Data	Paper	Date↕	Code
1	Grounded HQ-SAM	49.6	No	Segment Anything in High Quality	2023-06-02	Code
2	Grounded-SAM	46	No	Grounding DINO: Marrying DINO with Grounded Pre-...	2023-03-09	Code
3	UNINEXT	42.1	No	Universal Instance Perception as Object Discover...	2023-03-12	Code
4	HIPIE	41.6	No	Hierarchical Open-vocabulary Universal Image Seg...	2023-07-03	Code
5	SAN	41.4	No	Side Adapter Network for Open-Vocabulary Semanti...	2023-02-23	Code
6	odise	38.7	No	Open-Vocabulary Panoptic Segmentation with Text-...	2023-03-08	Code
7	OpenSEED	36.1	No	A Simple Framework for Open-Vocabulary Segmentat...	2023-03-14	Code
8	OpenSD	35.8	No	OpenSD: Unified Open-Vocabulary Segmentation and...	2023-12-10	-
9	SGinW_Team (X-Decoder-L)	32.2	No	Generalized Decoding for Pixel, Image, and Langu...	2022-12-21	Code
10	SGinW_Team (X-Decoder-B)	27.7	No	Generalized Decoding for Pixel, Image, and Langu...	2022-12-21	Code
11	SGinW_Team (X-Decoder-L-IN21K)	26.6	No	Generalized Decoding for Pixel, Image, and Langu...	2022-12-21	Code
12	SGinW_Team (X-Decoder-T)	22.6	No	Generalized Decoding for Pixel, Image, and Langu...	2022-12-21	Code

#1Grounded HQ-SAMSOTA
49.6
Mean AP· 2023-06-02
Segment Anything in High Quality Code
#2Grounded-SAMSOTA
46
Mean AP· 2023-03-09
Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection Code
#3UNINEXT
42.1
Mean AP· 2023-03-12
Universal Instance Perception as Object Discovery and Retrieval Code
#4HIPIE
41.6
Mean AP· 2023-07-03
Hierarchical Open-vocabulary Universal Image Segmentation Code
#5SANSOTA
41.4
Mean AP· 2023-02-23
Side Adapter Network for Open-Vocabulary Semantic Segmentation Code
#6odise
38.7
Mean AP· 2023-03-08
Open-Vocabulary Panoptic Segmentation with Text-to-Image Diffusion Models Code
#7OpenSEED
36.1
Mean AP· 2023-03-14
A Simple Framework for Open-Vocabulary Segmentation and Detection Code
#8OpenSD
35.8
Mean AP· 2023-12-10
OpenSD: Unified Open-Vocabulary Segmentation and Detection
#9SGinW_Team (X-Decoder-L)SOTA
32.2
Mean AP· 2022-12-21
Generalized Decoding for Pixel, Image, and Language Code
#10SGinW_Team (X-Decoder-B)
27.7
Mean AP· 2022-12-21
Generalized Decoding for Pixel, Image, and Language Code
#11SGinW_Team (X-Decoder-L-IN21K)
26.6
Mean AP· 2022-12-21
Generalized Decoding for Pixel, Image, and Language Code
#12SGinW_Team (X-Decoder-T)
22.6
Mean AP· 2022-12-21
Generalized Decoding for Pixel, Image, and Language Code