Referring Expression Segmentation on J-HMDB

Metric: Precision@0.5 (higher is better)

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#	Model↕	Precision@0.5▼	Extra Data	Paper	Date↕	Code
1	SgMg (Video-Swin-B)	0.972	Yes	Spectrum-guided Multi-granularity Referring Vide...	2023-07-25	Code
2	SOC (Video-Swin-B)	0.969	Yes	SOC: Semantic-Assisted Object Cluster for Referr...	2023-05-26	Code
3	SOC (Video-Swin-T)	0.947	No	SOC: Semantic-Assisted Object Cluster for Referr...	2023-05-26	Code
4	MTTR (w=10)	0.939	No	End-to-End Referring Video Object Segmentation w...	2021-11-29	Code
5	MTTR (w=8)	0.91	No	End-to-End Referring Video Object Segmentation w...	2021-11-29	Code
6	ClawCraneNet	0.88	No	ClawCraneNet: Leveraging Object-level Relation f...	2021-03-19	-
7	VLIDE	0.874	No	Deeply Interleaved Two-Stream Encoder for Referr...	2022-03-30	-
8	HINet	0.819	No	-	-	-
9	CMPC-V	0.813	No	Cross-Modal Progressive Comprehension for Referr...	2021-05-15	Code
10	Hui et al.	0.783	No	Collaborative Spatial-Temporal Modeling for Lang...	2021-05-14	-
11	AAMN	0.773	No	Actor and Action Modular Network for Text-based ...	2020-11-02	-
12	CMSA+CFSA	0.764	No	Referring Segmentation in Images and Videos with...	2021-02-09	-
13	ACGA	0.756	No	-	-	Code
14	CMDy	0.742	No	-	-	-
15	RefVOS	0.731	No	-	-	-
16	Gavrilyuk et al. (Optical flow)	0.712	No	Actor and Action Video Segmentation from a Sente...	2018-03-20	Code
17	Gavrilyuk et al.	0.699	No	Actor and Action Video Segmentation from a Sente...	2018-03-20	Code
18	VT-Capsule	0.677	No	-	-	-
19	Hu et al.	0.633	No	Segmentation from Natural Language Expressions	2016-03-20	Code
20	Li et al.	0.578	No	-	-	-
21	PRPE	0.572	No	-	-	-

#1SgMg (Video-Swin-B)SOTA
0.972
Precision@0.5· Extra Data· 2023-07-25
Spectrum-guided Multi-granularity Referring Video Object Segmentation Code
#2SOC (Video-Swin-B)SOTA
0.969
Precision@0.5· Extra Data· 2023-05-26
SOC: Semantic-Assisted Object Cluster for Referring Video Object Segmentation Code
#3SOC (Video-Swin-T)
0.947
Precision@0.5· 2023-05-26
SOC: Semantic-Assisted Object Cluster for Referring Video Object Segmentation Code
#4MTTR (w=10)SOTA
0.939
Precision@0.5· 2021-11-29
End-to-End Referring Video Object Segmentation with Multimodal Transformers Code
#5MTTR (w=8)
0.91
Precision@0.5· 2021-11-29
End-to-End Referring Video Object Segmentation with Multimodal Transformers Code
#6ClawCraneNetSOTA
0.88
Precision@0.5· 2021-03-19
ClawCraneNet: Leveraging Object-level Relation for Text-based Video Segmentation
#7VLIDE
0.874
Precision@0.5· 2022-03-30
Deeply Interleaved Two-Stream Encoder for Referring Video Segmentation
#8HINet
0.819
Precision@0.5
No paper
#9CMPC-V
0.813
Precision@0.5· 2021-05-15
Cross-Modal Progressive Comprehension for Referring Segmentation Code
#10Hui et al.
0.783
Precision@0.5· 2021-05-14
Collaborative Spatial-Temporal Modeling for Language-Queried Video Actor Segmentation
#11AAMNSOTA
0.773
Precision@0.5· 2020-11-02
Actor and Action Modular Network for Text-based Video Segmentation
#12CMSA+CFSA
0.764
Precision@0.5· 2021-02-09
Referring Segmentation in Images and Videos with Cross-Modal Self-Attention Network
#13ACGA
0.756
Precision@0.5
No paperCode
#14CMDy
0.742
Precision@0.5
No paper
#15RefVOS
0.731
Precision@0.5
No paper
#16Gavrilyuk et al. (Optical flow)SOTA
0.712
Precision@0.5· 2018-03-20
Actor and Action Video Segmentation from a Sentence Code
#17Gavrilyuk et al.
0.699
Precision@0.5· 2018-03-20
Actor and Action Video Segmentation from a Sentence Code
#18VT-Capsule
0.677
Precision@0.5
No paper
#19Hu et al.SOTA
0.633
Precision@0.5· 2016-03-20
Segmentation from Natural Language Expressions Code
#20Li et al.
0.578
Precision@0.5
No paper
#21PRPE
0.572
Precision@0.5
No paper