Video on YouTube-VOS 2019

Metric: F-Measure (Unseen) (higher is better)

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#	Model↕	F-Measure (Unseen)▼	Extra Data	Paper	Date↕	Code
1	Cutie+ (base, MEGA)	90.5	Yes	Putting the Object Back into Video Object Segmen...	2023-10-19	Code
2	XMem (BL30K,MS)	89.9	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
3	XMem (BL30K, MS)	89.9	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
4	XMem (MS)	89.8	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
5	SwinB-AOTv2-L (all frames, MS)	89.1	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
6	DEVA	89.1	Yes	Tracking Anything in High Quality	2023-07-26	Code
7	R50-DeAOT-L	88.9	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
8	XMem (BL30K)	88.8	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
9	STCN (MS)	88.8	No	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
10	XMem	88.6	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
11	SwinB-DeAOT-L	88.6	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
12	SwinB-AOTv2-L (all frames)	88	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
13	R50-AOST (L'=3)	87.7	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
14	STCN	87.7	No	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
15	DeAOT-B	87.5	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
16	BATMAN	87.2	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
17	DeAOT-L	87.2	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
18	RPCMVOS	87.1	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
19	XMem	87.1	No	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
20	R50-AOST (L'=2)	87.1	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
21	RPCMVOS	87.1	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
22	DeAOT-S	86.8	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
23	AOT	86.3	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
24	STCN	85.9	No	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
25	STCN + TrickVOS (PT)	85.5	No	TrickVOS: A Bag of Tricks for Video Object Segme...	2023-06-27	-
26	MobileVOS	85.3	No	MobileVOS: Real-Time Video Object Segmentation C...	2023-03-14	-
27	CFBI+	85.2	No	Collaborative Video Object Segmentation by Foreg...	2020-03-18	Code
28	DeAOT-T	84.7	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
29	Lightweight TrickVOS (PT)	84	No	TrickVOS: A Bag of Tricks for Video Object Segme...	2023-06-27	-
30	R50-AOST (L'=1)	83.8	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
31	CFBI	83	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-

#1Cutie+ (base, MEGA)SOTA
90.5
F-Measure (Unseen)· Extra Data· 2023-10-19
Putting the Object Back into Video Object Segmentation Code
#2XMem (BL30K,MS)SOTA
89.9
F-Measure (Unseen)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#3XMem (BL30K, MS)
89.9
F-Measure (Unseen)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#4XMem (MS)
89.8
F-Measure (Unseen)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#5SwinB-AOTv2-L (all frames, MS)SOTA
89.1
F-Measure (Unseen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#6DEVA
89.1
F-Measure (Unseen)· Extra Data· 2023-07-26
Tracking Anything in High Quality Code
#7R50-DeAOT-L
88.9
F-Measure (Unseen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#8XMem (BL30K)
88.8
F-Measure (Unseen)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#9STCN (MS)SOTA
88.8
F-Measure (Unseen)· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#10XMem
88.6
F-Measure (Unseen)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#11SwinB-DeAOT-L
88.6
F-Measure (Unseen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#12SwinB-AOTv2-L (all frames)
88
F-Measure (Unseen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#13R50-AOST (L'=3)
87.7
F-Measure (Unseen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#14STCN
87.7
F-Measure (Unseen)· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#15DeAOT-B
87.5
F-Measure (Unseen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#16BATMAN
87.2
F-Measure (Unseen)· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#17DeAOT-L
87.2
F-Measure (Unseen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#18RPCMVOS
87.1
F-Measure (Unseen)· 2021-12-06
Reliable Propagation-Correction Modulation for Video Object Segmentation Code
#19XMem
87.1
F-Measure (Unseen)· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#20R50-AOST (L'=2)
87.1
F-Measure (Unseen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#21RPCMVOS
87.1
F-Measure (Unseen)· 2021-12-06
Reliable Propagation-Correction Modulation for Video Object Segmentation Code
#22DeAOT-S
86.8
F-Measure (Unseen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#23AOTSOTA
86.3
F-Measure (Unseen)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#24STCN
85.9
F-Measure (Unseen)· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#25STCN + TrickVOS (PT)
85.5
F-Measure (Unseen)· 2023-06-27
TrickVOS: A Bag of Tricks for Video Object Segmentation
#26MobileVOS
85.3
F-Measure (Unseen)· 2023-03-14
MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge Distillation
#27CFBI+SOTA
85.2
F-Measure (Unseen)· 2020-03-18
Collaborative Video Object Segmentation by Foreground-Background Integration Code
#28DeAOT-T
84.7
F-Measure (Unseen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#29Lightweight TrickVOS (PT)
84
F-Measure (Unseen)· 2023-06-27
TrickVOS: A Bag of Tricks for Video Object Segmentation
#30R50-AOST (L'=1)
83.8
F-Measure (Unseen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#31CFBI
83
F-Measure (Unseen)· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation