Semi-Supervised Video Object Segmentation on YouTube-VOS 2019

Metric: Jaccard (Unseen) (higher is better)

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#	Model↕	Jaccard (Unseen)▼	Extra Data	Paper	Date↕	Code
1	R50-AOST (L'=1)	754.8	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
2	DEVA	89.9	Yes	Tracking Anything in High Quality	2023-07-26	Code
3	Cutie+ (base, MEGA)	82.7	Yes	Putting the Object Back into Video Object Segmen...	2023-10-19	Code
4	XMem (BL30K, MS)	81.8	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
5	XMem (MS)	81.8	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
6	SwinB-AOTv2-L (all frames, MS)	81	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
7	R50-DeAOT-L	80.8	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
8	STCN (MS)	80.8	No	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
9	SwinB-DeAOT-L	80.4	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
10	XMem (BL30K)	80.3	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
11	SwinB-AOTv2-L (all frames)	79.8	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
12	STCN	79.4	No	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
13	R50-AOST (L'=3)	79.3	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
14	DeAOT-B	79.1	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
15	RPCMVOS	79.1	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
16	DeAOT-L	79	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
17	R50-AOST (L'=2)	78.9	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
18	XMem	78.5	No	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
19	DeAOT-S	78.1	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
20	STCN + TrickVOS (PT)	77.2	No	TrickVOS: A Bag of Tricks for Video Object Segme...	2023-06-27	-
21	DeAOT-T	76.4	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code

#1R50-AOST (L'=1)SOTA
754.8
Jaccard (Unseen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#2DEVA
89.9
Jaccard (Unseen)· Extra Data· 2023-07-26
Tracking Anything in High Quality Code
#3Cutie+ (base, MEGA)
82.7
Jaccard (Unseen)· Extra Data· 2023-10-19
Putting the Object Back into Video Object Segmentation Code
#4XMem (BL30K, MS)
81.8
Jaccard (Unseen)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#5XMem (MS)
81.8
Jaccard (Unseen)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#6SwinB-AOTv2-L (all frames, MS)
81
Jaccard (Unseen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#7R50-DeAOT-L
80.8
Jaccard (Unseen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#8STCN (MS)SOTA
80.8
Jaccard (Unseen)· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#9SwinB-DeAOT-L
80.4
Jaccard (Unseen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#10XMem (BL30K)
80.3
Jaccard (Unseen)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#11SwinB-AOTv2-L (all frames)
79.8
Jaccard (Unseen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#12STCN
79.4
Jaccard (Unseen)· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#13R50-AOST (L'=3)
79.3
Jaccard (Unseen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#14DeAOT-B
79.1
Jaccard (Unseen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#15RPCMVOS
79.1
Jaccard (Unseen)· 2021-12-06
Reliable Propagation-Correction Modulation for Video Object Segmentation Code
#16DeAOT-L
79
Jaccard (Unseen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#17R50-AOST (L'=2)
78.9
Jaccard (Unseen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#18XMem
78.5
Jaccard (Unseen)· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#19DeAOT-S
78.1
Jaccard (Unseen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#20STCN + TrickVOS (PT)
77.2
Jaccard (Unseen)· 2023-06-27
TrickVOS: A Bag of Tricks for Video Object Segmentation
#21DeAOT-T
76.4
Jaccard (Unseen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code