Semi-Supervised Video Object Segmentation 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 (MS)	89.8	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
4	SwinB-AOTv2-L (all frames, MS)	89.1	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
5	DEVA	89.1	Yes	Tracking Anything in High Quality	2023-07-26	Code
6	R50-DeAOT-L	88.9	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
7	XMem (BL30K)	88.8	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
8	STCN (MS)	88.8	No	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
9	SwinB-DeAOT-L	88.6	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
10	SwinB-AOTv2-L (all frames)	88	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
11	R50-AOST (L'=3)	87.7	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
12	STCN	87.7	No	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
13	DeAOT-B	87.5	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
14	DeAOT-L	87.2	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
15	XMem	87.1	No	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
16	R50-AOST (L'=2)	87.1	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
17	RPCMVOS	87.1	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
18	DeAOT-S	86.8	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
19	STCN + TrickVOS (PT)	85.5	No	TrickVOS: A Bag of Tricks for Video Object Segme...	2023-06-27	-
20	DeAOT-T	84.7	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
21	Lightweight TrickVOS (PT)	84	No	TrickVOS: A Bag of Tricks for Video Object Segme...	2023-06-27	-
22	R50-AOST (L'=1)	83.8	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code

#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 (MS)
89.8
F-Measure (Unseen)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#4SwinB-AOTv2-L (all frames, MS)SOTA
89.1
F-Measure (Unseen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#5DEVA
89.1
F-Measure (Unseen)· Extra Data· 2023-07-26
Tracking Anything in High Quality Code
#6R50-DeAOT-L
88.9
F-Measure (Unseen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#7XMem (BL30K)
88.8
F-Measure (Unseen)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#8STCN (MS)SOTA
88.8
F-Measure (Unseen)· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#9SwinB-DeAOT-L
88.6
F-Measure (Unseen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#10SwinB-AOTv2-L (all frames)
88
F-Measure (Unseen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#11R50-AOST (L'=3)
87.7
F-Measure (Unseen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#12STCN
87.7
F-Measure (Unseen)· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#13DeAOT-B
87.5
F-Measure (Unseen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#14DeAOT-L
87.2
F-Measure (Unseen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#15XMem
87.1
F-Measure (Unseen)· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#16R50-AOST (L'=2)
87.1
F-Measure (Unseen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#17RPCMVOS
87.1
F-Measure (Unseen)· 2021-12-06
Reliable Propagation-Correction Modulation for Video Object Segmentation Code
#18DeAOT-S
86.8
F-Measure (Unseen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#19STCN + TrickVOS (PT)
85.5
F-Measure (Unseen)· 2023-06-27
TrickVOS: A Bag of Tricks for Video Object Segmentation
#20DeAOT-T
84.7
F-Measure (Unseen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#21Lightweight TrickVOS (PT)
84
F-Measure (Unseen)· 2023-06-27
TrickVOS: A Bag of Tricks for Video Object Segmentation
#22R50-AOST (L'=1)
83.8
F-Measure (Unseen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code