Video 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	XMem (BL30K, MS)	85.5	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
4	SwinB-AOTv2-L (all frames, MS)	85.5	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
5	DEVA	85.4	Yes	Tracking Anything in High Quality	2023-07-26	Code
6	SwinB-DeAOT-L	85.3	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
7	XMem (MS)	84.9	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
8	XMem (BL30K)	84.8	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
9	R50-DeAOT-L	84.6	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
10	BATMAN	84.5	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
11	XMem	84.3	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
12	SwinB-AOTv2-L (all frames)	84.2	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
13	R50-AOST (L'=3)	83.8	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
14	DeAOT-L	83.8	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
15	XMem	83.6	No	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
16	AOT	83.5	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
17	STCN (MS)	83.5	No	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
18	DeAOT-B	83.5	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
19	R50-AOST (L'=2)	83.3	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
20	MobileVOS	83.2	No	MobileVOS: Real-Time Video Object Segmentation C...	2023-03-14	-
21	DeAOT-S	82.8	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
22	RPCMVOS	82.6	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
23	STCN	82.6	No	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
24	RPCMVOS	82.6	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
25	STCN + TrickVOS (PT)	82.1	No	TrickVOS: A Bag of Tricks for Video Object Segme...	2023-06-27	-
26	CFBI+	81.7	No	Collaborative Video Object Segmentation by Foreg...	2020-03-18	Code
27	DeAOT-T	81.2	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
28	STCN	81.1	No	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
29	R50-AOST (L'=1)	81	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
30	SST	80.9	No	SSTVOS: Sparse Spatiotemporal Transformers for V...	2021-01-21	Code
31	CFBI	80.6	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
32	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
#3XMem (BL30K, MS)
85.5
Jaccard (Seen)· 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
85.5
Jaccard (Seen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#5DEVA
85.4
Jaccard (Seen)· Extra Data· 2023-07-26
Tracking Anything in High Quality Code
#6SwinB-DeAOT-L
85.3
Jaccard (Seen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#7XMem (MS)
84.9
Jaccard (Seen)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#8XMem (BL30K)
84.8
Jaccard (Seen)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#9R50-DeAOT-L
84.6
Jaccard (Seen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#10BATMAN
84.5
Jaccard (Seen)· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#11XMem
84.3
Jaccard (Seen)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#12SwinB-AOTv2-L (all frames)
84.2
Jaccard (Seen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#13R50-AOST (L'=3)
83.8
Jaccard (Seen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#14DeAOT-L
83.8
Jaccard (Seen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#15XMem
83.6
Jaccard (Seen)· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#16AOTSOTA
83.5
Jaccard (Seen)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#17STCN (MS)
83.5
Jaccard (Seen)· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#18DeAOT-B
83.5
Jaccard (Seen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#19R50-AOST (L'=2)
83.3
Jaccard (Seen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#20MobileVOS
83.2
Jaccard (Seen)· 2023-03-14
MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge Distillation
#21DeAOT-S
82.8
Jaccard (Seen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#22RPCMVOS
82.6
Jaccard (Seen)· 2021-12-06
Reliable Propagation-Correction Modulation for Video Object Segmentation Code
#23STCN
82.6
Jaccard (Seen)· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#24RPCMVOS
82.6
Jaccard (Seen)· 2021-12-06
Reliable Propagation-Correction Modulation for Video Object Segmentation Code
#25STCN + TrickVOS (PT)
82.1
Jaccard (Seen)· 2023-06-27
TrickVOS: A Bag of Tricks for Video Object Segmentation
#26CFBI+SOTA
81.7
Jaccard (Seen)· 2020-03-18
Collaborative Video Object Segmentation by Foreground-Background Integration Code
#27DeAOT-T
81.2
Jaccard (Seen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#28STCN
81.1
Jaccard (Seen)· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#29R50-AOST (L'=1)
81
Jaccard (Seen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#30SST
80.9
Jaccard (Seen)· 2021-01-21
SSTVOS: Sparse Spatiotemporal Transformers for Video Object Segmentation Code
#31CFBI
80.6
Jaccard (Seen)· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#32Lightweight TrickVOS (PT)
79.5
Jaccard (Seen)· 2023-06-27
TrickVOS: A Bag of Tricks for Video Object Segmentation