Video on YouTube-VOS 2018

Metric: Jaccard (Unseen) (higher is better)

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#	Model↕	Jaccard (Unseen)▼	Extra Data	Paper	Date↕	Code
1	Cutie+ (base, MEGA)	82.2	Yes	Putting the Object Back into Video Object Segmen...	2023-10-19	Code
2	XMem (BL30K, MS)	81.7	No	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
3	XMem (BL30K, MS)	81.7	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
4	XMem (MS)	81.7	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
5	SwinB-AOTv2-L (all frames, MS)	80.7	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
6	R50-DeAOT-L	80.4	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
7	XMem (BL30K)	80.3	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
8	XMem	80.2	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
9	SwinB-DeAOT-L	80	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
10	SwinB-AOTv2-L (all frames)	79.6	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
11	R50-AOT-L (all frames)	79.6	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
12	R50-AOST (L'=3)	79.3	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
13	RAVOS	79.1	Yes	Region Aware Video Object Segmentation with Deep...	2022-07-21	-
14	STCN	79	Yes	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
15	R50-AOTv2-L (all frames)	78.9	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
16	RPCMVOS-MS	78.9	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
17	R50-AOST (L'=2)	78.8	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
18	DeAOT-L	78.6	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
19	RPCMVOS	78.5	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
20	DeAOT-B	78.5	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
21	SwinB-AOT-L (all frames)	78.4	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
22	AOT-L (all frames)	78.4	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
23	QDMN	78.4	Yes	Learning Quality-aware Dynamic Memory for Video ...	2022-07-16	Code
24	XMem (YouTubeVOS only)	78.2	No	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
25	AOT	78.1	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
26	R50-AOT-L	78.1	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
27	AOT-B (all frames)	78	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
28	STCN	77.9	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
29	SwinB-AOT-L	77.9	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
30	DeAOT-S	77.9	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
31	AOT-L	77.7	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
32	AOT-B	77.7	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
33	AOT-S (all frames)	77.3	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
34	MiVOS	77.3	Yes	Modular Interactive Video Object Segmentation: I...	2021-03-14	Code
35	CFBI+	77.1	No	Collaborative Video Object Segmentation by Multi...	2020-10-13	Code
36	CFBI+	77.1	No	Collaborative Video Object Segmentation by Multi...	2020-10-13	Code
37	HMMN	76.8	Yes	Hierarchical Memory Matching Network for Video O...	2021-09-23	Code
38	SST (Local)	76.6	No	SSTVOS: Sparse Spatiotemporal Transformers for V...	2021-01-21	Code
39	AOT-S	76.6	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
40	LWL	76.4	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
41	SST	76	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
42	DeAOT-T	75.8	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
43	RMN	75.7	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
44	RMNet	75.7	Yes	Efficient Regional Memory Network for Video Obje...	2021-03-24	Code
45	R50-AOST (L'=1)	75.5	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
46	KMN	75.3	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
47	KMN	75.3	Yes	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	Code
48	CFBI	75.3	No	Collaborative Video Object Segmentation by Foreg...	2020-03-18	Code
49	AOT-T (all frames)	75.2	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
50	TransVOS	75	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
51	e-OSVOS	74.3	Yes	Make One-Shot Video Object Segmentation Efficien...	2020-12-03	Code
52	AFB-URR	74.1	No	Video Object Segmentation with Adaptive Feature ...	2020-10-15	Code
53	AFB-URR	74.1	Yes	Video Object Segmentation with Adaptive Feature ...	2020-10-15	Code
54	AOT-T	74	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
55	STM	72.8	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
56	MAMP	64.5	No	Self-Supervised Video Object Segmentation by Mot...	2021-07-27	Code
57	SSM-VOS	57.8	No	-	-	Code
58	OSVOS	54.2	No	One-Shot Video Object Segmentation	2016-11-16	Code
59	CapsuleVOS	53.7	No	CapsuleVOS: Semi-Supervised Video Object Segment...	2019-09-30	Code
60	OSMN	40.6	No	Efficient Video Object Segmentation via Network ...	2018-02-04	Code

#1Cutie+ (base, MEGA)SOTA
82.2
Jaccard (Unseen)· Extra Data· 2023-10-19
Putting the Object Back into Video Object Segmentation Code
#2XMem (BL30K, MS)SOTA
81.7
Jaccard (Unseen)· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#3XMem (BL30K, MS)
81.7
Jaccard (Unseen)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#4XMem (MS)
81.7
Jaccard (Unseen)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#5SwinB-AOTv2-L (all frames, MS)SOTA
80.7
Jaccard (Unseen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#6R50-DeAOT-L
80.4
Jaccard (Unseen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#7XMem (BL30K)
80.3
Jaccard (Unseen)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#8XMem
80.2
Jaccard (Unseen)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#9SwinB-DeAOT-L
80
Jaccard (Unseen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#10SwinB-AOTv2-L (all frames)
79.6
Jaccard (Unseen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#11R50-AOT-L (all frames)SOTA
79.6
Jaccard (Unseen)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#12R50-AOST (L'=3)
79.3
Jaccard (Unseen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#13RAVOS
79.1
Jaccard (Unseen)· Extra Data· 2022-07-21
Region Aware Video Object Segmentation with Deep Motion Modeling
#14STCN
79
Jaccard (Unseen)· Extra Data· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#15R50-AOTv2-L (all frames)
78.9
Jaccard (Unseen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#16RPCMVOS-MS
78.9
Jaccard (Unseen)· 2021-12-06
Reliable Propagation-Correction Modulation for Video Object Segmentation Code
#17R50-AOST (L'=2)
78.8
Jaccard (Unseen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#18DeAOT-L
78.6
Jaccard (Unseen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#19RPCMVOS
78.5
Jaccard (Unseen)· 2021-12-06
Reliable Propagation-Correction Modulation for Video Object Segmentation Code
#20DeAOT-B
78.5
Jaccard (Unseen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#21SwinB-AOT-L (all frames)
78.4
Jaccard (Unseen)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#22AOT-L (all frames)
78.4
Jaccard (Unseen)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#23QDMN
78.4
Jaccard (Unseen)· Extra Data· 2022-07-16
Learning Quality-aware Dynamic Memory for Video Object Segmentation Code
#24XMem (YouTubeVOS only)
78.2
Jaccard (Unseen)· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#25AOT
78.1
Jaccard (Unseen)· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#26R50-AOT-L
78.1
Jaccard (Unseen)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#27AOT-B (all frames)
78
Jaccard (Unseen)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#28STCN
77.9
Jaccard (Unseen)· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#29SwinB-AOT-L
77.9
Jaccard (Unseen)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#30DeAOT-S
77.9
Jaccard (Unseen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#31AOT-L
77.7
Jaccard (Unseen)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#32AOT-B
77.7
Jaccard (Unseen)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#33AOT-S (all frames)
77.3
Jaccard (Unseen)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#34MiVOSSOTA
77.3
Jaccard (Unseen)· Extra Data· 2021-03-14
Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusion Code
#35CFBI+SOTA
77.1
Jaccard (Unseen)· 2020-10-13
Collaborative Video Object Segmentation by Multi-Scale Foreground-Background Integration Code
#36CFBI+
77.1
Jaccard (Unseen)· 2020-10-13
Collaborative Video Object Segmentation by Multi-Scale Foreground-Background Integration Code
#37HMMN
76.8
Jaccard (Unseen)· Extra Data· 2021-09-23
Hierarchical Memory Matching Network for Video Object Segmentation Code
#38SST (Local)
76.6
Jaccard (Unseen)· 2021-01-21
SSTVOS: Sparse Spatiotemporal Transformers for Video Object Segmentation Code
#39AOT-S
76.6
Jaccard (Unseen)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#40LWL
76.4
Jaccard (Unseen)· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#41SST
76
Jaccard (Unseen)· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#42DeAOT-T
75.8
Jaccard (Unseen)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#43RMN
75.7
Jaccard (Unseen)· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#44RMNet
75.7
Jaccard (Unseen)· Extra Data· 2021-03-24
Efficient Regional Memory Network for Video Object Segmentation Code
#45R50-AOST (L'=1)
75.5
Jaccard (Unseen)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#46KMN
75.3
Jaccard (Unseen)· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#47KMN
75.3
Jaccard (Unseen)· Extra Data· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation Code
#48CFBISOTA
75.3
Jaccard (Unseen)· 2020-03-18
Collaborative Video Object Segmentation by Foreground-Background Integration Code
#49AOT-T (all frames)
75.2
Jaccard (Unseen)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#50TransVOS
75
Jaccard (Unseen)· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#51e-OSVOS
74.3
Jaccard (Unseen)· Extra Data· 2020-12-03
Make One-Shot Video Object Segmentation Efficient Again Code
#52AFB-URR
74.1
Jaccard (Unseen)· 2020-10-15
Video Object Segmentation with Adaptive Feature Bank and Uncertain-Region Refinement Code
#53AFB-URR
74.1
Jaccard (Unseen)· Extra Data· 2020-10-15
Video Object Segmentation with Adaptive Feature Bank and Uncertain-Region Refinement Code
#54AOT-T
74
Jaccard (Unseen)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#55STM
72.8
Jaccard (Unseen)· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#56MAMP
64.5
Jaccard (Unseen)· 2021-07-27
Self-Supervised Video Object Segmentation by Motion-Aware Mask Propagation Code
#57SSM-VOS
57.8
Jaccard (Unseen)
No paperCode
#58OSVOSSOTA
54.2
Jaccard (Unseen)· 2016-11-16
One-Shot Video Object Segmentation Code
#59CapsuleVOS
53.7
Jaccard (Unseen)· 2019-09-30
CapsuleVOS: Semi-Supervised Video Object Segmentation Using Capsule Routing Code
#60OSMN
40.6
Jaccard (Unseen)· 2018-02-04
Efficient Video Object Segmentation via Network Modulation Code