Video Object Segmentation on YouTube-VOS 2019

Metric: Overall (higher is better)

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#	Model↕	Overall▼	Extra Data	Paper	Date↕	Code
1	Cutie+ (base, MEGA)	87.5	Yes	Putting the Object Back into Video Object Segmen...	2023-10-19	Code
2	XMem (BL30K, MS)	86.8	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
3	SwinB-AOTv2-L (all frames, MS)	86.5	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
4	XMem (MS)	86.4	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
5	DEVA	86.2	Yes	Tracking Anything in High Quality	2023-07-26	Code
6	SwinB-DeAOT-L	86.1	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
7	R50-DeAOT-L	85.9	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
8	XMem (BL30K)	85.8	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
9	SwinB-AOTv2-L (all frames)	85.2	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
10	STCN (MS)	85.2	No	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
11	R50-AOST (L'=3)	84.9	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
12	DeAOT-L	84.7	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
13	DeAOT-B	84.6	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
14	XMem	84.3	No	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
15	R50-AOST (L'=2)	84.3	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
16	STCN	84.2	No	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
17	RPCMVOS	83.9	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
18	DeAOT-S	83.8	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
19	DeAOT-T	82	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
20	R50-AOST (L'=1)	81.5	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code

#1Cutie+ (base, MEGA)SOTA
87.5
Overall· Extra Data· 2023-10-19
Putting the Object Back into Video Object Segmentation Code
#2XMem (BL30K, MS)SOTA
86.8
Overall· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#3SwinB-AOTv2-L (all frames, MS)SOTA
86.5
Overall· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#4XMem (MS)
86.4
Overall· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#5DEVA
86.2
Overall· Extra Data· 2023-07-26
Tracking Anything in High Quality Code
#6SwinB-DeAOT-L
86.1
Overall· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#7R50-DeAOT-L
85.9
Overall· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#8XMem (BL30K)
85.8
Overall· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#9SwinB-AOTv2-L (all frames)
85.2
Overall· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#10STCN (MS)SOTA
85.2
Overall· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#11R50-AOST (L'=3)
84.9
Overall· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#12DeAOT-L
84.7
Overall· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#13DeAOT-B
84.6
Overall· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#14XMem
84.3
Overall· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#15R50-AOST (L'=2)
84.3
Overall· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#16STCN
84.2
Overall· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#17RPCMVOS
83.9
Overall· 2021-12-06
Reliable Propagation-Correction Modulation for Video Object Segmentation Code
#18DeAOT-S
83.8
Overall· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#19DeAOT-T
82
Overall· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#20R50-AOST (L'=1)
81.5
Overall· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code