Semi-Supervised Video Object Segmentation on YouTube-VOS 2019

Metric: Jaccard (Seen) (higher is better)

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#	Model↕	Jaccard (Seen)▼	Extra Data	Paper	Date↕	Code
1	Cutie+ (base, MEGA)	86.3	Yes	Putting the Object Back into Video Object Segmen...	2023-10-19	Code
2	XMem (BL30K, MS)	85.5	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
3	SwinB-AOTv2-L (all frames, MS)	85.5	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
4	DEVA	85.4	Yes	Tracking Anything in High Quality	2023-07-26	Code
5	SwinB-DeAOT-L	85.3	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
6	XMem (MS)	84.9	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
7	XMem (BL30K)	84.8	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
8	R50-DeAOT-L	84.6	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
9	SwinB-AOTv2-L (all frames)	84.2	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
10	R50-AOST (L'=3)	83.8	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
11	DeAOT-L	83.8	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
12	XMem	83.6	No	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
13	STCN (MS)	83.5	No	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
14	DeAOT-B	83.5	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
15	R50-AOST (L'=2)	83.3	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
16	DeAOT-S	82.8	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
17	STCN	82.6	No	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
18	RPCMVOS	82.6	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
19	STCN + TrickVOS (PT)	82.1	No	TrickVOS: A Bag of Tricks for Video Object Segme...	2023-06-27	-
20	DeAOT-T	81.2	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
21	R50-AOST (L'=1)	81	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
22	Lightweight TrickVOS (PT)	79.5	No	TrickVOS: A Bag of Tricks for Video Object Segme...	2023-06-27	-

#1Cutie+ (base, MEGA)SOTA
86.3
Jaccard (Seen)· Extra Data· 2023-10-19
Putting the Object Back into Video Object Segmentation Code
#2XMem (BL30K, MS)
85.5
Jaccard (Seen)· 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
85.5
Jaccard (Seen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#4DEVA
85.4
Jaccard (Seen)· Extra Data· 2023-07-26
Tracking Anything in High Quality Code
#5SwinB-DeAOT-L
85.3
Jaccard (Seen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#6XMem (MS)
84.9
Jaccard (Seen)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#7XMem (BL30K)
84.8
Jaccard (Seen)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#8R50-DeAOT-L
84.6
Jaccard (Seen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#9SwinB-AOTv2-L (all frames)
84.2
Jaccard (Seen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#10R50-AOST (L'=3)
83.8
Jaccard (Seen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#11DeAOT-L
83.8
Jaccard (Seen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#12XMem
83.6
Jaccard (Seen)· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#13STCN (MS)SOTA
83.5
Jaccard (Seen)· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#14DeAOT-B
83.5
Jaccard (Seen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#15R50-AOST (L'=2)
83.3
Jaccard (Seen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#16DeAOT-S
82.8
Jaccard (Seen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#17STCN
82.6
Jaccard (Seen)· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#18RPCMVOS
82.6
Jaccard (Seen)· 2021-12-06
Reliable Propagation-Correction Modulation for Video Object Segmentation Code
#19STCN + TrickVOS (PT)
82.1
Jaccard (Seen)· 2023-06-27
TrickVOS: A Bag of Tricks for Video Object Segmentation
#20DeAOT-T
81.2
Jaccard (Seen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#21R50-AOST (L'=1)
81
Jaccard (Seen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#22Lightweight TrickVOS (PT)
79.5
Jaccard (Seen)· 2023-06-27
TrickVOS: A Bag of Tricks for Video Object Segmentation