Instance Segmentation on A2D Sentences

Metric: AP (higher is better)

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#	Model↕	AP▼	Extra Data	Paper	Date↕	Code
1	SgMg (Video-Swin-B)	0.585	Yes	Spectrum-guided Multi-granularity Referring Vide...	2023-07-25	Code
2	SOC (Video-Swin-B)	0.573	Yes	SOC: Semantic-Assisted Object Cluster for Referr...	2023-05-26	Code
3	ReferFormer (Video-Swin-B)	0.55	Yes	Language as Queries for Referring Video Object S...	2022-01-03	Code
4	SOC (Video-Swin-T)	0.504	No	SOC: Semantic-Assisted Object Cluster for Referr...	2023-05-26	Code
5	MANET	0.471	No	Multi-Attention Network for Compressed Video Ref...	2022-07-26	Code
6	VLIDE	0.469	No	Deeply Interleaved Two-Stream Encoder for Referr...	2022-03-30	-
7	Locater	0.465	No	Local-Global Context Aware Transformer for Langu...	2022-03-18	Code
8	MTTR (w=10)	0.461	No	End-to-End Referring Video Object Segmentation w...	2021-11-29	Code
9	MTTR (w=8)	0.447	No	End-to-End Referring Video Object Segmentation w...	2021-11-29	Code
10	mmmmtbvs	0.419	No	Modeling Motion with Multi-Modal Features for Te...	2022-04-06	Code
11	CMPC-V (I3D)	0.404	No	Cross-Modal Progressive Comprehension for Referr...	2021-05-15	Code
12	Hui et al.	0.399	No	Collaborative Spatial-Temporal Modeling for Lang...	2021-05-14	-
13	AAMN	0.396	No	Actor and Action Modular Network for Text-based ...	2020-11-02	-
14	PRPE	0.388	No	-	-	-
15	CMPC-V (R2D)	0.351	No	Cross-Modal Progressive Comprehension for Referr...	2021-05-15	Code
16	CMDy	0.333	No	-	-	-
17	VT-Capsule	0.303	No	-	-	-
18	ACGA	0.274	No	-	-	Code
19	Gavriluyk el al. (Optical flow)	0.215	No	Actor and Action Video Segmentation from a Sente...	2018-03-20	Code
20	Gavriluyk el al.	0.198	No	Actor and Action Video Segmentation from a Sente...	2018-03-20	Code
21	Li et al.	0.163	No	-	-	-
22	Hu et al.	0.132	No	Segmentation from Natural Language Expressions	2016-03-20	Code

#1SgMg (Video-Swin-B)SOTA
0.585
AP· Extra Data· 2023-07-25
Spectrum-guided Multi-granularity Referring Video Object Segmentation Code
#2SOC (Video-Swin-B)SOTA
0.573
AP· Extra Data· 2023-05-26
SOC: Semantic-Assisted Object Cluster for Referring Video Object Segmentation Code
#3ReferFormer (Video-Swin-B)SOTA
0.55
AP· Extra Data· 2022-01-03
Language as Queries for Referring Video Object Segmentation Code
#4SOC (Video-Swin-T)
0.504
AP· 2023-05-26
SOC: Semantic-Assisted Object Cluster for Referring Video Object Segmentation Code
#5MANET
0.471
AP· 2022-07-26
Multi-Attention Network for Compressed Video Referring Object Segmentation Code
#6VLIDE
0.469
AP· 2022-03-30
Deeply Interleaved Two-Stream Encoder for Referring Video Segmentation
#7Locater
0.465
AP· 2022-03-18
Local-Global Context Aware Transformer for Language-Guided Video Segmentation Code
#8MTTR (w=10)SOTA
0.461
AP· 2021-11-29
End-to-End Referring Video Object Segmentation with Multimodal Transformers Code
#9MTTR (w=8)
0.447
AP· 2021-11-29
End-to-End Referring Video Object Segmentation with Multimodal Transformers Code
#10mmmmtbvs
0.419
AP· 2022-04-06
Modeling Motion with Multi-Modal Features for Text-Based Video Segmentation Code
#11CMPC-V (I3D)SOTA
0.404
AP· 2021-05-15
Cross-Modal Progressive Comprehension for Referring Segmentation Code
#12Hui et al.SOTA
0.399
AP· 2021-05-14
Collaborative Spatial-Temporal Modeling for Language-Queried Video Actor Segmentation
#13AAMNSOTA
0.396
AP· 2020-11-02
Actor and Action Modular Network for Text-based Video Segmentation
#14PRPE
0.388
AP
No paper
#15CMPC-V (R2D)
0.351
AP· 2021-05-15
Cross-Modal Progressive Comprehension for Referring Segmentation Code
#16CMDy
0.333
AP
No paper
#17VT-Capsule
0.303
AP
No paper
#18ACGA
0.274
AP
No paperCode
#19Gavriluyk el al. (Optical flow)SOTA
0.215
AP· 2018-03-20
Actor and Action Video Segmentation from a Sentence Code
#20Gavriluyk el al.
0.198
AP· 2018-03-20
Actor and Action Video Segmentation from a Sentence Code
#21Li et al.
0.163
AP
No paper
#22Hu et al.SOTA
0.132
AP· 2016-03-20
Segmentation from Natural Language Expressions Code