Semi-Supervised Video Object Segmentation on DAVIS 2017 (test-dev)

Metric: Jaccard (Mean) (higher is better)

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#	Model↕	Jaccard (Mean)▼	Extra Data	Paper	Date↕	Code
1	Cutie+ (base, MEGA)	84.7	Yes	Putting the Object Back into Video Object Segmen...	2023-10-19	Code
2	Cutie+ (base)	82.6	No	Putting the Object Back into Video Object Segmen...	2023-10-19	Code
3	Cutie (base, MEGA)	82.4	Yes	Putting the Object Back into Video Object Segmen...	2023-10-19	Code
4	SwinB-AOTv2-L	81	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
5	SwinB-AOST (L'=3, MS)	80.9	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
6	XMem (BL30K, MS)	80.5	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
7	JIMD-R50	80.3	No	Memory Matching is not Enough: Jointly Improving...	2024-09-22	-
8	XMem (MS)	79.7	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
9	DEVA	79.6	Yes	Tracking Anything with Decoupled Video Segmentat...	2023-09-07	Code
10	XMem (BL30K, 600p)	79.1	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
11	SwinB-DeAOT-L	78.9	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
12	SwinB-AOST (L'=3)	78.8	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
13	QDMN	78.1	Yes	Learning Quality-aware Dynamic Memory for Video ...	2022-07-16	Code
14	XMem (BL30K)	77.6	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
15	RPCMVOS-Full-Res	77.6	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
16	XMem	77.4	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
17	SwinB-AOT-L	77.3	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
18	R50-DeAOT-L	76.9	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
19	STCN	76.3	Yes	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
20	XMem (DAVIS and YouTubeVOS only)	76.3	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
21	R50-AOST (L'=3)	76.2	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
22	R50-AOT-L	75.9	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
23	RPCMVOS	75.8	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
24	HMMN	74.7	Yes	Hierarchical Memory Matching Network for Video O...	2021-09-23	Code
25	R50-AOST (L'=2)	74.5	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
26	CFBI+	74.4	No	Collaborative Video Object Segmentation by Multi...	2020-10-13	Code
27	AOT-L	74.3	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
28	DeAOT-L	74.1	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
29	KMN	74.1	No	Kernelized Memory Network for Video Object Segme...	2020-07-16	Code
30	MiVOS	72.7	Yes	Modular Interactive Video Object Segmentation: I...	2021-03-14	Code
31	DeAOT-B	72.5	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
32	DeAOT-S	71.9	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
33	RMNet	71.9	Yes	Efficient Regional Memory Network for Video Obje...	2021-03-24	Code
34	AOT-B	71.6	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
35	CFBI	71.1	No	Collaborative Video Object Segmentation by Foreg...	2020-03-18	Code
36	AOT-S	70.3	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
37	DeAOT-T	70	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
38	STM	69.3	Yes	Video Object Segmentation using Space-Time Memor...	2019-04-01	Code
39	AOT-T	68.3	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
40	PReMVOS	67.5	No	PReMVOS: Proposal-generation, Refinement and Mer...	2018-07-24	Code
41	MHP-VOS	66.4	No	MHP-VOS: Multiple Hypotheses Propagation for Vid...	2019-04-17	Code
42	CINM	64.5	No	CNN in MRF: Video Object Segmentation via Infere...	2018-03-26	-
43	LSMVOS	63.7	No	LSMVOS: Long-Short-Term Similarity Matching for ...	2020-09-02	Code
44	Lucid	63.4	No	Lucid Data Dreaming for Video Object Segmentation	2017-03-28	Code
45	e-OSVOS	60.9	No	Make One-Shot Video Object Segmentation Efficien...	2020-12-03	Code
46	SSM-VOS	60.2	No	-	-	Code
47	FEELVOS	55.1	No	FEELVOS: Fast End-to-End Embedding Learning for ...	2019-02-25	Code
48	RANet	53.4	No	RANet: Ranking Attention Network for Fast Video ...	2019-08-19	Code
49	OSVOS-S	52.9	No	Video Object Segmentation Without Temporal Infor...	2017-09-18	-
50	RGMP	51.3	No	-	-	Code
51	OnAVOS	49.9	No	Online Adaptation of Convolutional Neural Networ...	2017-06-28	-
52	AGAME	49.2	No	A Generative Appearance Model for End-to-end Vid...	2018-11-28	Code
53	Siam R-CNN	48	No	Siam R-CNN: Visual Tracking by Re-Detection	2019-11-28	Code
54	RVOS	47.9	No	RVOS: End-to-End Recurrent Network for Video Obj...	2019-03-13	Code
55	CapsuleVOS	47.4	No	CapsuleVOS: Semi-Supervised Video Object Segment...	2019-09-30	Code
56	OSVOS	47	No	One-Shot Video Object Segmentation	2016-11-16	Code
57	FAVOS	42.9	No	Fast and Accurate Online Video Object Segmentati...	2018-06-06	Code
58	SiamMask	40.6	No	Fast Online Object Tracking and Segmentation: A ...	2018-12-12	Code
59	OSMN	37.7	No	Efficient Video Object Segmentation via Network ...	2018-02-04	Code

#1Cutie+ (base, MEGA)SOTA
84.7
Jaccard (Mean)· Extra Data· 2023-10-19
Putting the Object Back into Video Object Segmentation Code
#2Cutie+ (base)
82.6
Jaccard (Mean)· 2023-10-19
Putting the Object Back into Video Object Segmentation Code
#3Cutie (base, MEGA)
82.4
Jaccard (Mean)· Extra Data· 2023-10-19
Putting the Object Back into Video Object Segmentation Code
#4SwinB-AOTv2-LSOTA
81
Jaccard (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#5SwinB-AOST (L'=3, MS)
80.9
Jaccard (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#6XMem (BL30K, MS)
80.5
Jaccard (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#7JIMD-R50
80.3
Jaccard (Mean)· 2024-09-22
Memory Matching is not Enough: Jointly Improving Memory Matching and Decoding for Video Object Segmentation
#8XMem (MS)
79.7
Jaccard (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#9DEVA
79.6
Jaccard (Mean)· Extra Data· 2023-09-07
Tracking Anything with Decoupled Video Segmentation Code
#10XMem (BL30K, 600p)
79.1
Jaccard (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#11SwinB-DeAOT-L
78.9
Jaccard (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#12SwinB-AOST (L'=3)
78.8
Jaccard (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#13QDMN
78.1
Jaccard (Mean)· Extra Data· 2022-07-16
Learning Quality-aware Dynamic Memory for Video Object Segmentation Code
#14XMem (BL30K)
77.6
Jaccard (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#15RPCMVOS-Full-ResSOTA
77.6
Jaccard (Mean)· 2021-12-06
Reliable Propagation-Correction Modulation for Video Object Segmentation Code
#16XMem
77.4
Jaccard (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#17SwinB-AOT-LSOTA
77.3
Jaccard (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#18R50-DeAOT-L
76.9
Jaccard (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#19STCN
76.3
Jaccard (Mean)· Extra Data· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#20XMem (DAVIS and YouTubeVOS only)
76.3
Jaccard (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#21R50-AOST (L'=3)
76.2
Jaccard (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#22R50-AOT-L
75.9
Jaccard (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#23RPCMVOS
75.8
Jaccard (Mean)· 2021-12-06
Reliable Propagation-Correction Modulation for Video Object Segmentation Code
#24HMMN
74.7
Jaccard (Mean)· Extra Data· 2021-09-23
Hierarchical Memory Matching Network for Video Object Segmentation Code
#25R50-AOST (L'=2)
74.5
Jaccard (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#26CFBI+SOTA
74.4
Jaccard (Mean)· 2020-10-13
Collaborative Video Object Segmentation by Multi-Scale Foreground-Background Integration Code
#27AOT-L
74.3
Jaccard (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#28DeAOT-L
74.1
Jaccard (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#29KMNSOTA
74.1
Jaccard (Mean)· 2020-07-16
Kernelized Memory Network for Video Object Segmentation Code
#30MiVOS
72.7
Jaccard (Mean)· Extra Data· 2021-03-14
Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusion Code
#31DeAOT-B
72.5
Jaccard (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#32DeAOT-S
71.9
Jaccard (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#33RMNet
71.9
Jaccard (Mean)· Extra Data· 2021-03-24
Efficient Regional Memory Network for Video Object Segmentation Code
#34AOT-B
71.6
Jaccard (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#35CFBISOTA
71.1
Jaccard (Mean)· 2020-03-18
Collaborative Video Object Segmentation by Foreground-Background Integration Code
#36AOT-S
70.3
Jaccard (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#37DeAOT-T
70
Jaccard (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#38STMSOTA
69.3
Jaccard (Mean)· Extra Data· 2019-04-01
Video Object Segmentation using Space-Time Memory Networks Code
#39AOT-T
68.3
Jaccard (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#40PReMVOSSOTA
67.5
Jaccard (Mean)· 2018-07-24
PReMVOS: Proposal-generation, Refinement and Merging for Video Object Segmentation Code
#41MHP-VOS
66.4
Jaccard (Mean)· 2019-04-17
MHP-VOS: Multiple Hypotheses Propagation for Video Object Segmentation Code
#42CINMSOTA
64.5
Jaccard (Mean)· 2018-03-26
CNN in MRF: Video Object Segmentation via Inference in A CNN-Based Higher-Order Spatio-Temporal MRF
#43LSMVOS
63.7
Jaccard (Mean)· 2020-09-02
LSMVOS: Long-Short-Term Similarity Matching for Video Object Code
#44LucidSOTA
63.4
Jaccard (Mean)· 2017-03-28
Lucid Data Dreaming for Video Object Segmentation Code
#45e-OSVOS
60.9
Jaccard (Mean)· 2020-12-03
Make One-Shot Video Object Segmentation Efficient Again Code
#46SSM-VOS
60.2
Jaccard (Mean)
No paperCode
#47FEELVOS
55.1
Jaccard (Mean)· 2019-02-25
FEELVOS: Fast End-to-End Embedding Learning for Video Object Segmentation Code
#48RANet
53.4
Jaccard (Mean)· 2019-08-19
RANet: Ranking Attention Network for Fast Video Object Segmentation Code
#49OSVOS-S
52.9
Jaccard (Mean)· 2017-09-18
Video Object Segmentation Without Temporal Information
#50RGMP
51.3
Jaccard (Mean)
No paperCode
#51OnAVOS
49.9
Jaccard (Mean)· 2017-06-28
Online Adaptation of Convolutional Neural Networks for Video Object Segmentation
#52AGAME
49.2
Jaccard (Mean)· 2018-11-28
A Generative Appearance Model for End-to-end Video Object Segmentation Code
#53Siam R-CNN
48
Jaccard (Mean)· 2019-11-28
Siam R-CNN: Visual Tracking by Re-Detection Code
#54RVOS
47.9
Jaccard (Mean)· 2019-03-13
RVOS: End-to-End Recurrent Network for Video Object Segmentation Code
#55CapsuleVOS
47.4
Jaccard (Mean)· 2019-09-30
CapsuleVOS: Semi-Supervised Video Object Segmentation Using Capsule Routing Code
#56OSVOSSOTA
47
Jaccard (Mean)· 2016-11-16
One-Shot Video Object Segmentation Code
#57FAVOS
42.9
Jaccard (Mean)· 2018-06-06
Fast and Accurate Online Video Object Segmentation via Tracking Parts Code
#58SiamMask
40.6
Jaccard (Mean)· 2018-12-12
Fast Online Object Tracking and Segmentation: A Unifying Approach Code
#59OSMN
37.7
Jaccard (Mean)· 2018-02-04
Efficient Video Object Segmentation via Network Modulation Code