Instance Segmentation on A2D Sentences

Metric: Precision@0.6 (higher is better)

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#	Model↕	Precision@0.6▼	Extra Data	Paper	Date↕	Code
1	SOC (Video-Swin-B)	0.827	Yes	SOC: Semantic-Assisted Object Cluster for Referr...	2023-05-26	Code
2	SgMg (Video-Swin-B)	0.822	Yes	Spectrum-guided Multi-granularity Referring Vide...	2023-07-25	Code
3	ReferFormer (Video-Swin-B)	0.804	Yes	Language as Queries for Referring Video Object S...	2022-01-03	Code
4	SOC (Video-Swin-T)	0.756	No	SOC: Semantic-Assisted Object Cluster for Referr...	2023-05-26	Code
5	MTTR (w=10)	0.712	No	End-to-End Referring Video Object Segmentation w...	2021-11-29	Code
6	MTTR (w=8)	0.684	No	End-to-End Referring Video Object Segmentation w...	2021-11-29	Code
7	MANET	0.682	No	Multi-Attention Network for Compressed Video Ref...	2022-07-26	Code
8	ClawCraneNet	0.677	No	ClawCraneNet: Leveraging Object-level Relation f...	2021-03-19	-
9	VLIDE	0.663	No	Deeply Interleaved Two-Stream Encoder for Referr...	2022-03-30	-
10	Locater	0.64	No	Local-Global Context Aware Transformer for Langu...	2022-03-18	Code
11	AAMN	0.629	No	Actor and Action Modular Network for Text-based ...	2020-11-02	-
12	mmmmtbvs	0.597	No	Modeling Motion with Multi-Modal Features for Te...	2022-04-06	Code
13	CMPC-V (I3D)	0.592	No	Cross-Modal Progressive Comprehension for Referr...	2021-05-15	Code
14	Hui et al.	0.589	No	Collaborative Spatial-Temporal Modeling for Lang...	2021-05-14	-
15	PRPE	0.579	No	-	-	-
16	HINet	0.559	No	-	-	-
17	RefVOS	0.534	No	-	-	-
18	CMPC-V (R2D)	0.527	No	Cross-Modal Progressive Comprehension for Referr...	2021-05-15	Code
19	CMDy	0.525	No	-	-	-
20	ACGA	0.459	No	-	-	Code
21	VT-Capsule	0.45	No	-	-	-
22	CMSA+CFSA	0.431	No	Referring Segmentation in Images and Videos with...	2021-02-09	-
23	Gavriluyk el al. (Optical flow)	0.376	No	Actor and Action Video Segmentation from a Sente...	2018-03-20	Code
24	Gavriluyk el al.	0.347	No	Actor and Action Video Segmentation from a Sente...	2018-03-20	Code
25	Li et al.	0.29	No	-	-	-
26	Hu et al.	0.236	No	Segmentation from Natural Language Expressions	2016-03-20	Code

#1SOC (Video-Swin-B)SOTA
0.827
Precision@0.6· Extra Data· 2023-05-26
SOC: Semantic-Assisted Object Cluster for Referring Video Object Segmentation Code
#2SgMg (Video-Swin-B)
0.822
Precision@0.6· Extra Data· 2023-07-25
Spectrum-guided Multi-granularity Referring Video Object Segmentation Code
#3ReferFormer (Video-Swin-B)SOTA
0.804
Precision@0.6· Extra Data· 2022-01-03
Language as Queries for Referring Video Object Segmentation Code
#4SOC (Video-Swin-T)
0.756
Precision@0.6· 2023-05-26
SOC: Semantic-Assisted Object Cluster for Referring Video Object Segmentation Code
#5MTTR (w=10)SOTA
0.712
Precision@0.6· 2021-11-29
End-to-End Referring Video Object Segmentation with Multimodal Transformers Code
#6MTTR (w=8)
0.684
Precision@0.6· 2021-11-29
End-to-End Referring Video Object Segmentation with Multimodal Transformers Code
#7MANET
0.682
Precision@0.6· 2022-07-26
Multi-Attention Network for Compressed Video Referring Object Segmentation Code
#8ClawCraneNetSOTA
0.677
Precision@0.6· 2021-03-19
ClawCraneNet: Leveraging Object-level Relation for Text-based Video Segmentation
#9VLIDE
0.663
Precision@0.6· 2022-03-30
Deeply Interleaved Two-Stream Encoder for Referring Video Segmentation
#10Locater
0.64
Precision@0.6· 2022-03-18
Local-Global Context Aware Transformer for Language-Guided Video Segmentation Code
#11AAMNSOTA
0.629
Precision@0.6· 2020-11-02
Actor and Action Modular Network for Text-based Video Segmentation
#12mmmmtbvs
0.597
Precision@0.6· 2022-04-06
Modeling Motion with Multi-Modal Features for Text-Based Video Segmentation Code
#13CMPC-V (I3D)
0.592
Precision@0.6· 2021-05-15
Cross-Modal Progressive Comprehension for Referring Segmentation Code
#14Hui et al.
0.589
Precision@0.6· 2021-05-14
Collaborative Spatial-Temporal Modeling for Language-Queried Video Actor Segmentation
#15PRPE
0.579
Precision@0.6
No paper
#16HINet
0.559
Precision@0.6
No paper
#17RefVOS
0.534
Precision@0.6
No paper
#18CMPC-V (R2D)
0.527
Precision@0.6· 2021-05-15
Cross-Modal Progressive Comprehension for Referring Segmentation Code
#19CMDy
0.525
Precision@0.6
No paper
#20ACGA
0.459
Precision@0.6
No paperCode
#21VT-Capsule
0.45
Precision@0.6
No paper
#22CMSA+CFSA
0.431
Precision@0.6· 2021-02-09
Referring Segmentation in Images and Videos with Cross-Modal Self-Attention Network
#23Gavriluyk el al. (Optical flow)SOTA
0.376
Precision@0.6· 2018-03-20
Actor and Action Video Segmentation from a Sentence Code
#24Gavriluyk el al.
0.347
Precision@0.6· 2018-03-20
Actor and Action Video Segmentation from a Sentence Code
#25Li et al.
0.29
Precision@0.6
No paper
#26Hu et al.SOTA
0.236
Precision@0.6· 2016-03-20
Segmentation from Natural Language Expressions Code