Referring Expression Segmentation on J-HMDB

Metric: IoU overall (higher is better)

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#	Model↕	IoU overall▼	Extra Data	Paper	Date↕	Code
1	SgMg (Video-Swin-B)	0.737	Yes	Spectrum-guided Multi-granularity Referring Vide...	2023-07-25	Code
2	SOC (Video-Swin-B)	0.736	Yes	SOC: Semantic-Assisted Object Cluster for Referr...	2023-05-26	Code
3	SOC (Video-Swin-T)	0.707	No	SOC: Semantic-Assisted Object Cluster for Referr...	2023-05-26	Code
4	MTTR (w=10)	0.701	No	End-to-End Referring Video Object Segmentation w...	2021-11-29	Code
5	VLIDE	0.68	No	Deeply Interleaved Two-Stream Encoder for Referr...	2022-03-30	-
6	MTTR (w=8)	0.674	No	End-to-End Referring Video Object Segmentation w...	2021-11-29	Code
7	HINet	0.652	No	-	-	-
8	ClawCraneNet	0.644	No	ClawCraneNet: Leveraging Object-level Relation f...	2021-03-19	-
9	CMSA+CFSA	0.628	No	Referring Segmentation in Images and Videos with...	2021-02-09	-
10	CMPC-V	0.616	No	Cross-Modal Progressive Comprehension for Referr...	2021-05-15	Code
11	RefVOS	0.606	No	-	-	-
12	Hui et al.	0.598	No	Collaborative Spatial-Temporal Modeling for Lang...	2021-05-14	-
13	AAMN	0.583	No	Actor and Action Modular Network for Text-based ...	2020-11-02	-
14	ACGA	0.576	No	-	-	Code
15	Gavrilyuk et al. (Optical flow)	0.555	No	Actor and Action Video Segmentation from a Sente...	2018-03-20	Code
16	CMDy	0.554	No	-	-	-
17	Hu et al.	0.546	No	Segmentation from Natural Language Expressions	2016-03-20	Code
18	Gavrilyuk et al.	0.541	No	Actor and Action Video Segmentation from a Sente...	2018-03-20	Code
19	VT-Capsule	0.535	No	-	-	-
20	Li et al.	0.529	No	-	-	-

#1SgMg (Video-Swin-B)SOTA
0.737
IoU overall· Extra Data· 2023-07-25
Spectrum-guided Multi-granularity Referring Video Object Segmentation Code
#2SOC (Video-Swin-B)SOTA
0.736
IoU overall· Extra Data· 2023-05-26
SOC: Semantic-Assisted Object Cluster for Referring Video Object Segmentation Code
#3SOC (Video-Swin-T)
0.707
IoU overall· 2023-05-26
SOC: Semantic-Assisted Object Cluster for Referring Video Object Segmentation Code
#4MTTR (w=10)SOTA
0.701
IoU overall· 2021-11-29
End-to-End Referring Video Object Segmentation with Multimodal Transformers Code
#5VLIDE
0.68
IoU overall· 2022-03-30
Deeply Interleaved Two-Stream Encoder for Referring Video Segmentation
#6MTTR (w=8)
0.674
IoU overall· 2021-11-29
End-to-End Referring Video Object Segmentation with Multimodal Transformers Code
#7HINet
0.652
IoU overall
No paper
#8ClawCraneNetSOTA
0.644
IoU overall· 2021-03-19
ClawCraneNet: Leveraging Object-level Relation for Text-based Video Segmentation
#9CMSA+CFSASOTA
0.628
IoU overall· 2021-02-09
Referring Segmentation in Images and Videos with Cross-Modal Self-Attention Network
#10CMPC-V
0.616
IoU overall· 2021-05-15
Cross-Modal Progressive Comprehension for Referring Segmentation Code
#11RefVOS
0.606
IoU overall
No paper
#12Hui et al.
0.598
IoU overall· 2021-05-14
Collaborative Spatial-Temporal Modeling for Language-Queried Video Actor Segmentation
#13AAMNSOTA
0.583
IoU overall· 2020-11-02
Actor and Action Modular Network for Text-based Video Segmentation
#14ACGA
0.576
IoU overall
No paperCode
#15Gavrilyuk et al. (Optical flow)SOTA
0.555
IoU overall· 2018-03-20
Actor and Action Video Segmentation from a Sentence Code
#16CMDy
0.554
IoU overall
No paper
#17Hu et al.SOTA
0.546
IoU overall· 2016-03-20
Segmentation from Natural Language Expressions Code
#18Gavrilyuk et al.
0.541
IoU overall· 2018-03-20
Actor and Action Video Segmentation from a Sentence Code
#19VT-Capsule
0.535
IoU overall
No paper
#20Li et al.
0.529
IoU overall
No paper