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 (BL30K, MS)	81.8	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
6	XMem (MS)	81.8	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
7	SwinB-AOTv2-L (all frames, MS)	81	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
8	R50-DeAOT-L	80.8	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
9	STCN (MS)	80.8	No	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
10	SwinB-DeAOT-L	80.4	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
11	XMem	80.3	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
12	XMem (BL30K)	80.3	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
13	SwinB-AOTv2-L (all frames)	79.8	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
14	STCN	79.4	No	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
15	R50-AOST (L'=3)	79.3	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
16	RPCMVOS	79.1	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
17	DeAOT-B	79.1	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
18	RPCMVOS	79.1	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
19	BATMAN	79	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
20	DeAOT-L	79	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
21	R50-AOST (L'=2)	78.9	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
22	XMem	78.5	No	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
23	AOT	78.4	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
24	STCN	78.2	No	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
25	DeAOT-S	78.1	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
26	STCN + TrickVOS (PT)	77.2	No	TrickVOS: A Bag of Tricks for Video Object Segme...	2023-06-27	-
27	CFBI+	77.1	No	Collaborative Video Object Segmentation by Multi...	2020-10-13	Code
28	MobileVOS	76.9	No	MobileVOS: Real-Time Video Object Segmentation C...	2023-03-14	-
29	SST	76.6	No	SSTVOS: Sparse Spatiotemporal Transformers for V...	2021-01-21	Code
30	DeAOT-T	76.4	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
31	CFBI	75.2	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-

#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 (BL30K, MS)
81.8
Jaccard (Unseen)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#6XMem (MS)
81.8
Jaccard (Unseen)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#7SwinB-AOTv2-L (all frames, MS)
81
Jaccard (Unseen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#8R50-DeAOT-L
80.8
Jaccard (Unseen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#9STCN (MS)SOTA
80.8
Jaccard (Unseen)· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#10SwinB-DeAOT-L
80.4
Jaccard (Unseen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#11XMem
80.3
Jaccard (Unseen)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#12XMem (BL30K)
80.3
Jaccard (Unseen)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#13SwinB-AOTv2-L (all frames)
79.8
Jaccard (Unseen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#14STCN
79.4
Jaccard (Unseen)· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#15R50-AOST (L'=3)
79.3
Jaccard (Unseen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#16RPCMVOS
79.1
Jaccard (Unseen)· 2021-12-06
Reliable Propagation-Correction Modulation for Video Object Segmentation Code
#17DeAOT-B
79.1
Jaccard (Unseen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#18RPCMVOS
79.1
Jaccard (Unseen)· 2021-12-06
Reliable Propagation-Correction Modulation for Video Object Segmentation Code
#19BATMAN
79
Jaccard (Unseen)· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#20DeAOT-L
79
Jaccard (Unseen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#21R50-AOST (L'=2)
78.9
Jaccard (Unseen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#22XMem
78.5
Jaccard (Unseen)· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#23AOTSOTA
78.4
Jaccard (Unseen)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#24STCN
78.2
Jaccard (Unseen)· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#25DeAOT-S
78.1
Jaccard (Unseen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#26STCN + TrickVOS (PT)
77.2
Jaccard (Unseen)· 2023-06-27
TrickVOS: A Bag of Tricks for Video Object Segmentation
#27CFBI+SOTA
77.1
Jaccard (Unseen)· 2020-10-13
Collaborative Video Object Segmentation by Multi-Scale Foreground-Background Integration Code
#28MobileVOS
76.9
Jaccard (Unseen)· 2023-03-14
MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge Distillation
#29SST
76.6
Jaccard (Unseen)· 2021-01-21
SSTVOS: Sparse Spatiotemporal Transformers for Video Object Segmentation Code
#30DeAOT-T
76.4
Jaccard (Unseen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#31CFBI
75.2
Jaccard (Unseen)· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation