Video on YouTube-VOS 2019

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

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#	Model↕	F-Measure (Seen)▼	Extra Data	Paper	Date↕	Code
1	Cutie+ (base, MEGA)	90.6	Yes	Putting the Object Back into Video Object Segmen...	2023-10-19	Code
2	SwinB-AOTv2-L (all frames, MS)	90.3	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
3	SwinB-DeAOT-L	90.2	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
4	DEVA	89.9	Yes	Tracking Anything in High Quality	2023-07-26	Code
5	XMem (BL30K,MS)	89.8	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
6	XMem (BL30K, MS)	89.8	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
7	R50-DeAOT-L	89.4	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
8	BATMAN	89.3	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
9	XMem (MS)	89.2	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
10	XMem (BL30K)	89.2	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
11	SwinB-AOTv2-L (all frames)	88.9	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
12	DeAOT-L	88.8	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
13	R50-AOST (L'=3)	88.7	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
14	XMem	88.6	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
15	DeAOT-B	88.3	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
16	AOT	88.1	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
17	XMem	88	No	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
18	R50-AOST (L'=2)	88	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
19	STCN (MS)	87.8	No	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
20	MobileVOS	87.7	No	MobileVOS: Real-Time Video Object Segmentation C...	2023-03-14	-
21	DeAOT-S	87.5	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
22	STCN	87	No	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
23	RPCMVOS	86.9	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
24	RPCMVOS	86.9	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
25	STCN + TrickVOS (PT)	86.4	No	TrickVOS: A Bag of Tricks for Video Object Segme...	2023-06-27	-
26	CFBI+	86.2	No	Collaborative Video Object Segmentation by Foreg...	2020-03-18	Code
27	DeAOT-T	85.6	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
28	R50-AOST (L'=1)	85.6	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
29	STCN	85.4	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	Code
30	CFBI	85.1	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
31	Lightweight TrickVOS (PT)	83.3	No	TrickVOS: A Bag of Tricks for Video Object Segme...	2023-06-27	-

#1Cutie+ (base, MEGA)SOTA
90.6
F-Measure (Seen)· Extra Data· 2023-10-19
Putting the Object Back into Video Object Segmentation Code
#2SwinB-AOTv2-L (all frames, MS)SOTA
90.3
F-Measure (Seen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#3SwinB-DeAOT-L
90.2
F-Measure (Seen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#4DEVA
89.9
F-Measure (Seen)· Extra Data· 2023-07-26
Tracking Anything in High Quality Code
#5XMem (BL30K,MS)
89.8
F-Measure (Seen)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#6XMem (BL30K, MS)
89.8
F-Measure (Seen)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#7R50-DeAOT-L
89.4
F-Measure (Seen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#8BATMAN
89.3
F-Measure (Seen)· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#9XMem (MS)
89.2
F-Measure (Seen)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#10XMem (BL30K)
89.2
F-Measure (Seen)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#11SwinB-AOTv2-L (all frames)
88.9
F-Measure (Seen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#12DeAOT-L
88.8
F-Measure (Seen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#13R50-AOST (L'=3)
88.7
F-Measure (Seen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#14XMem
88.6
F-Measure (Seen)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#15DeAOT-B
88.3
F-Measure (Seen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#16AOTSOTA
88.1
F-Measure (Seen)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#17XMem
88
F-Measure (Seen)· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#18R50-AOST (L'=2)
88
F-Measure (Seen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#19STCN (MS)
87.8
F-Measure (Seen)· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#20MobileVOS
87.7
F-Measure (Seen)· 2023-03-14
MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge Distillation
#21DeAOT-S
87.5
F-Measure (Seen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#22STCN
87
F-Measure (Seen)· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#23RPCMVOS
86.9
F-Measure (Seen)· 2021-12-06
Reliable Propagation-Correction Modulation for Video Object Segmentation Code
#24RPCMVOS
86.9
F-Measure (Seen)· 2021-12-06
Reliable Propagation-Correction Modulation for Video Object Segmentation Code
#25STCN + TrickVOS (PT)
86.4
F-Measure (Seen)· 2023-06-27
TrickVOS: A Bag of Tricks for Video Object Segmentation
#26CFBI+SOTA
86.2
F-Measure (Seen)· 2020-03-18
Collaborative Video Object Segmentation by Foreground-Background Integration Code
#27DeAOT-T
85.6
F-Measure (Seen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#28R50-AOST (L'=1)
85.6
F-Measure (Seen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#29STCN
85.4
F-Measure (Seen)· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation Code
#30CFBI
85.1
F-Measure (Seen)· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#31Lightweight TrickVOS (PT)
83.3
F-Measure (Seen)· 2023-06-27
TrickVOS: A Bag of Tricks for Video Object Segmentation