Referring Expression Segmentation on A2D Sentences

Metric: Precision@0.8 (higher is better)

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#	Model↕	Precision@0.8▼	Extra Data	Paper	Date↕	Code
1	SgMg (Video-Swin-B)	0.617	Yes	Spectrum-guided Multi-granularity Referring Vide...	2023-07-25	Code
2	SOC (Video-Swin-B)	0.607	Yes	SOC: Semantic-Assisted Object Cluster for Referr...	2023-05-26	Code
3	ReferFormer (Video-Swin-B)	0.579	Yes	Language as Queries for Referring Video Object S...	2022-01-03	Code
4	SOC (Video-Swin-T)	0.535	No	SOC: Semantic-Assisted Object Cluster for Referr...	2023-05-26	Code
5	ClawCraneNet	0.489	No	ClawCraneNet: Leveraging Object-level Relation f...	2021-03-19	-
6	MTTR (w=10)	0.485	No	End-to-End Referring Video Object Segmentation w...	2021-11-29	Code
7	MTTR (w=8)	0.456	No	End-to-End Referring Video Object Segmentation w...	2021-11-29	Code
8	VLIDE	0.428	No	Deeply Interleaved Two-Stream Encoder for Referr...	2022-03-30	-
9	MANET	0.389	No	Multi-Attention Network for Compressed Video Ref...	2022-07-26	Code
10	mmmmtbvs	0.375	No	Modeling Motion with Multi-Modal Features for Te...	2022-04-06	Code
11	Locater	0.351	No	Local-Global Context Aware Transformer for Langu...	2022-03-18	Code
12	CMPC-V (I3D)	0.342	No	Cross-Modal Progressive Comprehension for Referr...	2021-05-15	Code
13	HINet	0.342	No	-	-	-
14	Hui et al.	0.333	No	Collaborative Spatial-Temporal Modeling for Lang...	2021-05-14	-
15	PRPE	0.322	No	-	-	-
16	RefVOS	0.311	No	-	-	-
17	AAMN	0.296	No	Actor and Action Modular Network for Text-based ...	2020-11-02	-
18	CMPC-V (R2D)	0.284	No	Cross-Modal Progressive Comprehension for Referr...	2021-05-15	Code
19	CMDy	0.235	No	-	-	-
20	CMSA+CFSA	0.231	No	Referring Segmentation in Images and Videos with...	2021-02-09	-
21	VT-Capsule	0.207	No	-	-	-
22	ACGA	0.16	No	-	-	Code
23	Gavriluyk el al. (Optical flow)	0.094	No	Actor and Action Video Segmentation from a Sente...	2018-03-20	Code
24	Gavriluyk el al.	0.08	No	Actor and Action Video Segmentation from a Sente...	2018-03-20	Code
25	Li et al.	0.066	No	-	-	-
26	Hu et al.	0.033	No	Segmentation from Natural Language Expressions	2016-03-20	Code

#1SgMg (Video-Swin-B)SOTA
0.617
Precision@0.8· Extra Data· 2023-07-25
Spectrum-guided Multi-granularity Referring Video Object Segmentation Code
#2SOC (Video-Swin-B)SOTA
0.607
Precision@0.8· Extra Data· 2023-05-26
SOC: Semantic-Assisted Object Cluster for Referring Video Object Segmentation Code
#3ReferFormer (Video-Swin-B)SOTA
0.579
Precision@0.8· Extra Data· 2022-01-03
Language as Queries for Referring Video Object Segmentation Code
#4SOC (Video-Swin-T)
0.535
Precision@0.8· 2023-05-26
SOC: Semantic-Assisted Object Cluster for Referring Video Object Segmentation Code
#5ClawCraneNetSOTA
0.489
Precision@0.8· 2021-03-19
ClawCraneNet: Leveraging Object-level Relation for Text-based Video Segmentation
#6MTTR (w=10)
0.485
Precision@0.8· 2021-11-29
End-to-End Referring Video Object Segmentation with Multimodal Transformers Code
#7MTTR (w=8)
0.456
Precision@0.8· 2021-11-29
End-to-End Referring Video Object Segmentation with Multimodal Transformers Code
#8VLIDE
0.428
Precision@0.8· 2022-03-30
Deeply Interleaved Two-Stream Encoder for Referring Video Segmentation
#9MANET
0.389
Precision@0.8· 2022-07-26
Multi-Attention Network for Compressed Video Referring Object Segmentation Code
#10mmmmtbvs
0.375
Precision@0.8· 2022-04-06
Modeling Motion with Multi-Modal Features for Text-Based Video Segmentation Code
#11Locater
0.351
Precision@0.8· 2022-03-18
Local-Global Context Aware Transformer for Language-Guided Video Segmentation Code
#12CMPC-V (I3D)
0.342
Precision@0.8· 2021-05-15
Cross-Modal Progressive Comprehension for Referring Segmentation Code
#13HINet
0.342
Precision@0.8
No paper
#14Hui et al.
0.333
Precision@0.8· 2021-05-14
Collaborative Spatial-Temporal Modeling for Language-Queried Video Actor Segmentation
#15PRPE
0.322
Precision@0.8
No paper
#16RefVOS
0.311
Precision@0.8
No paper
#17AAMNSOTA
0.296
Precision@0.8· 2020-11-02
Actor and Action Modular Network for Text-based Video Segmentation
#18CMPC-V (R2D)
0.284
Precision@0.8· 2021-05-15
Cross-Modal Progressive Comprehension for Referring Segmentation Code
#19CMDy
0.235
Precision@0.8
No paper
#20CMSA+CFSA
0.231
Precision@0.8· 2021-02-09
Referring Segmentation in Images and Videos with Cross-Modal Self-Attention Network
#21VT-Capsule
0.207
Precision@0.8
No paper
#22ACGA
0.16
Precision@0.8
No paperCode
#23Gavriluyk el al. (Optical flow)SOTA
0.094
Precision@0.8· 2018-03-20
Actor and Action Video Segmentation from a Sentence Code
#24Gavriluyk el al.
0.08
Precision@0.8· 2018-03-20
Actor and Action Video Segmentation from a Sentence Code
#25Li et al.
0.066
Precision@0.8
No paper
#26Hu et al.SOTA
0.033
Precision@0.8· 2016-03-20
Segmentation from Natural Language Expressions Code