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DAVIS 2017 (val)
Video on DAVIS 2017 (val)
Metric: J&F (higher is better)
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#
Model
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J&F
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Extra Data
Paper
Date
↕
Code
1
SAM2
90.7
Yes
SAM 2: Segment Anything in Images and Videos
2024-08-01
Code
2
Cutie+ (base)
90.5
Yes
Putting the Object Back into Video Object Segmen...
2023-10-19
Code
3
ISVOS (BL30K, MS)
89.8
Yes
Look Before You Match: Instance Understanding Ma...
2022-12-13
-
4
XMem (BL30K, MS)
89.5
Yes
XMem: Long-Term Video Object Segmentation with a...
2022-07-14
Code
5
ISVOS (MS)
88.6
Yes
Look Before You Match: Instance Understanding Ma...
2022-12-13
-
6
XMem (MS)
88.2
Yes
XMem: Long-Term Video Object Segmentation with a...
2022-07-14
Code
7
ISVOS (BL30K)
88.2
Yes
Look Before You Match: Instance Understanding Ma...
2022-12-13
-
8
Cutie+ (base, MEGA)
88.1
Yes
Putting the Object Back into Video Object Segmen...
2023-10-19
Code
9
JIMD
88.1
No
Memory Matching is not Enough: Jointly Improving...
2024-09-22
-
10
Cutie (base)
87.9
No
Putting the Object Back into Video Object Segmen...
2023-10-19
Code
11
XMem (BL30K)
87.7
Yes
XMem: Long-Term Video Object Segmentation with a...
2022-07-14
Code
12
DEVA
87.6
Yes
Tracking Anything with Decoupled Video Segmentat...
2023-09-07
Code
13
SwinB-AOTv2-L (MS)
87
No
Scalable Video Object Segmentation with Identifi...
2022-03-22
Code
14
SwinB-AOST (L'=3, MS)
86.7
No
Scalable Video Object Segmentation with Identifi...
2022-03-22
Code
15
SwinB-AOTv2-L
86.3
No
Scalable Video Object Segmentation with Identifi...
2022-03-22
Code
16
SwinB-DeAOT-L
86.2
No
Decoupling Features in Hierarchical Propagation ...
2022-10-18
Code
17
XMem
86.2
Yes
XMem: Long-Term Video Object Segmentation with a...
2022-07-14
Code
18
RAVOS
86.1
Yes
Region Aware Video Object Segmentation with Deep...
2022-07-21
-
19
R50-AOST (L'=3)
85.6
No
Scalable Video Object Segmentation with Identifi...
2022-03-22
Code
20
QDMN
85.6
Yes
Learning Quality-aware Dynamic Memory for Video ...
2022-07-16
Code
21
SwinB-AOT-L
85.4
No
Associating Objects with Transformers for Video ...
2021-06-04
Code
22
R50-AOST (L'=2)
85.3
No
Scalable Video Object Segmentation with Identifi...
2022-03-22
Code
23
STCN
85.3
Yes
Rethinking Space-Time Networks with Improved Mem...
2021-06-09
Code
24
TarViS
85.3
Yes
TarViS: A Unified Approach for Target-based Vide...
2023-01-06
Code
25
R50-DeAOT-L
85.2
No
Decoupling Features in Hierarchical Propagation ...
2022-10-18
Code
26
R50-AOT-L
84.9
No
Associating Objects with Transformers for Video ...
2021-06-04
Code
27
HMMN
84.7
Yes
Hierarchical Memory Matching Network for Video O...
2021-09-23
Code
28
MiVOS
84.5
Yes
Modular Interactive Video Object Segmentation: I...
2021-03-14
Code
29
XMem (DAVIS and YouTubeVOS only)
84.5
Yes
XMem: Long-Term Video Object Segmentation with a...
2022-07-14
Code
30
DeAOT-L
84.1
No
Decoupling Features in Hierarchical Propagation ...
2022-10-18
Code
31
AOT-L
83.8
No
Associating Objects with Transformers for Video ...
2021-06-04
Code
32
RPCMVOS
83.7
No
Reliable Propagation-Correction Modulation for V...
2021-12-06
Code
33
R50-AOST (L'=1)
83.7
No
Scalable Video Object Segmentation with Identifi...
2022-03-22
Code
34
RMNet
83.5
No
Efficient Regional Memory Network for Video Obje...
2021-03-24
Code
35
CFBI+
82.9
No
Collaborative Video Object Segmentation by Multi...
2020-10-13
Code
36
KMN
82.8
No
Kernelized Memory Network for Video Object Segme...
2020-07-16
Code
37
AOT-B
82.5
No
Associating Objects with Transformers for Video ...
2021-06-04
Code
38
MobileVOS (BL30K)
82.3
Yes
MobileVOS: Real-Time Video Object Segmentation C...
2023-03-14
-
39
DeAOT-B
82.2
No
Decoupling Features in Hierarchical Propagation ...
2022-10-18
Code
40
CFBI
81.9
No
Collaborative Video Object Segmentation by Foreg...
2020-03-18
Code
41
STM
81.75
Yes
Video Object Segmentation using Space-Time Memor...
2019-04-01
Code
42
AOT-S
81.3
No
Associating Objects with Transformers for Video ...
2021-06-04
Code
43
DeAOT-S
80.8
No
Decoupling Features in Hierarchical Propagation ...
2022-10-18
Code
44
DeAOT-T
80.5
No
Decoupling Features in Hierarchical Propagation ...
2022-10-18
Code
45
MobileVOS
80.2
No
MobileVOS: Real-Time Video Object Segmentation C...
2023-03-14
-
46
AOT-T
79.9
No
Associating Objects with Transformers for Video ...
2021-06-04
Code
47
JOINT
78.6
No
Joint Inductive and Transductive Learning for Vi...
2021-08-08
Code
48
PReMVOS
77.85
No
PReMVOS: Proposal-generation, Refinement and Mer...
2018-07-24
Code
49
SSM-VOS
77.6
No
-
-
Code
50
LSMVOS
77.4
No
LSMVOS: Long-Short-Term Similarity Matching for ...
2020-09-02
Code
51
SWEM
77.2
No
SWEM: Towards Real-Time Video Object Segmentatio...
2022-08-22
Code
52
e-OSVOS
77.2
Yes
Make One-Shot Video Object Segmentation Efficien...
2020-12-03
Code
53
XMem (DAVIS only)
76.7
No
XMem: Long-Term Video Object Segmentation with a...
2022-07-14
Code
54
MHP-VOS
76.15
No
MHP-VOS: Multiple Hypotheses Propagation for Vid...
2019-04-17
Code
55
PTSNet
74.65
No
Proposal, Tracking and Segmentation (PTS): A Cas...
2019-07-02
Code
56
AFB-URR
74.6
No
Video Object Segmentation with Adaptive Feature ...
2020-10-15
Code
57
DEVA (EntitySeg)
73.4
Yes
Tracking Anything with Decoupled Video Segmentat...
2023-09-07
Code
58
TVOS
72.3
No
A Transductive Approach for Video Object Segment...
2020-04-15
Code
59
AGAME
71.05
No
A Generative Appearance Model for End-to-end Vid...
2018-11-28
Code
60
CINM
70.6
No
CNN in MRF: Video Object Segmentation via Infere...
2018-03-26
-
61
Siam R-CNN
70.55
No
Siam R-CNN: Visual Tracking by Re-Detection
2019-11-28
Code
62
Propose-Reduce
70.4
Yes
Video Instance Segmentation with a Propose-Reduc...
2021-03-25
Code
63
MAMP
69.7
No
Self-Supervised Video Object Segmentation by Mot...
2021-07-27
Code
64
Araslanov et al.
69.4
No
Dense Unsupervised Learning for Video Segmentation
2021-11-11
Code
65
OSVOS-S
68
No
Video Object Segmentation Without Temporal Infor...
2017-09-18
-
66
UnOVOST
67.9
No
UnOVOST: Unsupervised Offline Video Object Segme...
2020-01-15
Code
67
RGMP
66.7
No
-
-
Code
68
AGSS-VOS
66.6
No
-
-
Code
69
RANet
65.7
No
RANet: Ranking Attention Network for Fast Video ...
2019-08-19
Code
70
MAST
65.5
No
MAST: A Memory-Augmented Self-supervised Tracker
2020-02-18
Code
71
MAST
65.5
Yes
MAST: A Memory-Augmented Self-supervised Tracker
2020-02-18
Code
72
OnAVOS
65.35
No
Online Adaptation of Convolutional Neural Networ...
2017-06-28
-
73
STEm-Seg
64.7
Yes
STEm-Seg: Spatio-temporal Embeddings for Instanc...
2020-03-18
Code
74
VideoMatch
62.4
No
VideoMatch: Matching based Video Object Segmenta...
2018-09-04
-
75
Spatiotemporal CNN
61.65
No
Spatiotemporal CNN for Video Object Segmentation
2019-04-04
Code
76
VOSwL (Language)
60.8
No
Video Object Segmentation with Language Referrin...
2018-03-21
-
77
RVOS
60.55
No
RVOS: End-to-End Recurrent Network for Video Obj...
2019-03-13
Code
78
OSVOS
60.25
No
One-Shot Video Object Segmentation
2016-11-16
Code
79
UVC
59.5
No
Joint-task Self-supervised Learning for Temporal...
2019-09-26
Code
80
MATNet
58.6
No
-
-
Code
81
ALBA
58.4
No
ALBA : Reinforcement Learning for Video Object S...
2020-05-26
Code
82
FAVOS
58.2
No
Fast and Accurate Online Video Object Segmentati...
2018-06-06
Code
83
AGS
57.5
Yes
-
-
Code
84
SiamMask
56.4
No
Fast Online Object Tracking and Segmentation: A ...
2018-12-12
Code
85
MuG-W
56.05
No
Learning Video Object Segmentation from Unlabele...
2020-03-10
Code
86
PDB
55.1
No
-
-
-
87
OSMN
54.8
No
Efficient Video Object Segmentation via Network ...
2018-02-04
Code
88
CorrFlow
50.3
No
Self-supervised Learning for Video Correspondenc...
2019-05-02
Code
89
CycleTime
48.7
No
Learning Correspondence from the Cycle-Consisten...
2019-03-18
Code
90
RVOS
41.2
No
RVOS: End-to-End Recurrent Network for Video Obj...
2019-03-13
Code
#1
SAM2
SOTA
90.7
J&F
· Extra Data
· 2024-08-01
SAM 2: Segment Anything in Images and Videos
Code
#2
Cutie+ (base)
SOTA
90.5
J&F
· Extra Data
· 2023-10-19
Putting the Object Back into Video Object Segmentation
Code
#3
ISVOS (BL30K, MS)
SOTA
89.8
J&F
· Extra Data
· 2022-12-13
Look Before You Match: Instance Understanding Matters in Video Object Segmentation
#4
XMem (BL30K, MS)
SOTA
89.5
J&F
· Extra Data
· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model
Code
#5
ISVOS (MS)
88.6
J&F
· Extra Data
· 2022-12-13
Look Before You Match: Instance Understanding Matters in Video Object Segmentation
#6
XMem (MS)
88.2
J&F
· Extra Data
· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model
Code
#7
ISVOS (BL30K)
88.2
J&F
· Extra Data
· 2022-12-13
Look Before You Match: Instance Understanding Matters in Video Object Segmentation
#8
Cutie+ (base, MEGA)
88.1
J&F
· Extra Data
· 2023-10-19
Putting the Object Back into Video Object Segmentation
Code
#9
JIMD
88.1
J&F
· 2024-09-22
Memory Matching is not Enough: Jointly Improving Memory Matching and Decoding for Video Object Segmentation
#10
Cutie (base)
87.9
J&F
· 2023-10-19
Putting the Object Back into Video Object Segmentation
Code
#11
XMem (BL30K)
87.7
J&F
· Extra Data
· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model
Code
#12
DEVA
87.6
J&F
· Extra Data
· 2023-09-07
Tracking Anything with Decoupled Video Segmentation
Code
#13
SwinB-AOTv2-L (MS)
SOTA
87
J&F
· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism
Code
#14
SwinB-AOST (L'=3, MS)
86.7
J&F
· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism
Code
#15
SwinB-AOTv2-L
86.3
J&F
· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism
Code
#16
SwinB-DeAOT-L
86.2
J&F
· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation
Code
#17
XMem
86.2
J&F
· Extra Data
· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model
Code
#18
RAVOS
86.1
J&F
· Extra Data
· 2022-07-21
Region Aware Video Object Segmentation with Deep Motion Modeling
#19
R50-AOST (L'=3)
85.6
J&F
· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism
Code
#20
QDMN
85.6
J&F
· Extra Data
· 2022-07-16
Learning Quality-aware Dynamic Memory for Video Object Segmentation
Code
#21
SwinB-AOT-L
SOTA
85.4
J&F
· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation
Code
#22
R50-AOST (L'=2)
85.3
J&F
· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism
Code
#23
STCN
85.3
J&F
· Extra Data
· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation
Code
#24
TarViS
85.3
J&F
· Extra Data
· 2023-01-06
TarViS: A Unified Approach for Target-based Video Segmentation
Code
#25
R50-DeAOT-L
85.2
J&F
· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation
Code
#26
R50-AOT-L
84.9
J&F
· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation
Code
#27
HMMN
84.7
J&F
· Extra Data
· 2021-09-23
Hierarchical Memory Matching Network for Video Object Segmentation
Code
#28
MiVOS
SOTA
84.5
J&F
· Extra Data
· 2021-03-14
Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusion
Code
#29
XMem (DAVIS and YouTubeVOS only)
84.5
J&F
· Extra Data
· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model
Code
#30
DeAOT-L
84.1
J&F
· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation
Code
#31
AOT-L
83.8
J&F
· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation
Code
#32
RPCMVOS
83.7
J&F
· 2021-12-06
Reliable Propagation-Correction Modulation for Video Object Segmentation
Code
#33
R50-AOST (L'=1)
83.7
J&F
· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism
Code
#34
RMNet
83.5
J&F
· 2021-03-24
Efficient Regional Memory Network for Video Object Segmentation
Code
#35
CFBI+
SOTA
82.9
J&F
· 2020-10-13
Collaborative Video Object Segmentation by Multi-Scale Foreground-Background Integration
Code
#36
KMN
SOTA
82.8
J&F
· 2020-07-16
Kernelized Memory Network for Video Object Segmentation
Code
#37
AOT-B
82.5
J&F
· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation
Code
#38
MobileVOS (BL30K)
82.3
J&F
· Extra Data
· 2023-03-14
MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge Distillation
#39
DeAOT-B
82.2
J&F
· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation
Code
#40
CFBI
SOTA
81.9
J&F
· 2020-03-18
Collaborative Video Object Segmentation by Foreground-Background Integration
Code
#41
STM
SOTA
81.75
J&F
· Extra Data
· 2019-04-01
Video Object Segmentation using Space-Time Memory Networks
Code
#42
AOT-S
81.3
J&F
· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation
Code
#43
DeAOT-S
80.8
J&F
· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation
Code
#44
DeAOT-T
80.5
J&F
· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation
Code
#45
MobileVOS
80.2
J&F
· 2023-03-14
MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge Distillation
#46
AOT-T
79.9
J&F
· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation
Code
#47
JOINT
78.6
J&F
· 2021-08-08
Joint Inductive and Transductive Learning for Video Object Segmentation
Code
#48
PReMVOS
SOTA
77.85
J&F
· 2018-07-24
PReMVOS: Proposal-generation, Refinement and Merging for Video Object Segmentation
Code
#49
SSM-VOS
77.6
J&F
No paper
Code
#50
LSMVOS
77.4
J&F
· 2020-09-02
LSMVOS: Long-Short-Term Similarity Matching for Video Object
Code
#51
SWEM
77.2
J&F
· 2022-08-22
SWEM: Towards Real-Time Video Object Segmentation with Sequential Weighted Expectation-Maximization
Code
#52
e-OSVOS
77.2
J&F
· Extra Data
· 2020-12-03
Make One-Shot Video Object Segmentation Efficient Again
Code
#53
XMem (DAVIS only)
76.7
J&F
· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model
Code
#54
MHP-VOS
76.15
J&F
· 2019-04-17
MHP-VOS: Multiple Hypotheses Propagation for Video Object Segmentation
Code
#55
PTSNet
74.65
J&F
· 2019-07-02
Proposal, Tracking and Segmentation (PTS): A Cascaded Network for Video Object Segmentation
Code
#56
AFB-URR
74.6
J&F
· 2020-10-15
Video Object Segmentation with Adaptive Feature Bank and Uncertain-Region Refinement
Code
#57
DEVA (EntitySeg)
73.4
J&F
· Extra Data
· 2023-09-07
Tracking Anything with Decoupled Video Segmentation
Code
#58
TVOS
72.3
J&F
· 2020-04-15
A Transductive Approach for Video Object Segmentation
Code
#59
AGAME
71.05
J&F
· 2018-11-28
A Generative Appearance Model for End-to-end Video Object Segmentation
Code
#60
CINM
SOTA
70.6
J&F
· 2018-03-26
CNN in MRF: Video Object Segmentation via Inference in A CNN-Based Higher-Order Spatio-Temporal MRF
#61
Siam R-CNN
70.55
J&F
· 2019-11-28
Siam R-CNN: Visual Tracking by Re-Detection
Code
#62
Propose-Reduce
70.4
J&F
· Extra Data
· 2021-03-25
Video Instance Segmentation with a Propose-Reduce Paradigm
Code
#63
MAMP
69.7
J&F
· 2021-07-27
Self-Supervised Video Object Segmentation by Motion-Aware Mask Propagation
Code
#64
Araslanov et al.
69.4
J&F
· 2021-11-11
Dense Unsupervised Learning for Video Segmentation
Code
#65
OSVOS-S
SOTA
68
J&F
· 2017-09-18
Video Object Segmentation Without Temporal Information
#66
UnOVOST
67.9
J&F
· 2020-01-15
UnOVOST: Unsupervised Offline Video Object Segmentation and Tracking
Code
#67
RGMP
66.7
J&F
No paper
Code
#68
AGSS-VOS
66.6
J&F
No paper
Code
#69
RANet
65.7
J&F
· 2019-08-19
RANet: Ranking Attention Network for Fast Video Object Segmentation
Code
#70
MAST
65.5
J&F
· 2020-02-18
MAST: A Memory-Augmented Self-supervised Tracker
Code
#71
MAST
65.5
J&F
· Extra Data
· 2020-02-18
MAST: A Memory-Augmented Self-supervised Tracker
Code
#72
OnAVOS
SOTA
65.35
J&F
· 2017-06-28
Online Adaptation of Convolutional Neural Networks for Video Object Segmentation
#73
STEm-Seg
64.7
J&F
· Extra Data
· 2020-03-18
STEm-Seg: Spatio-temporal Embeddings for Instance Segmentation in Videos
Code
#74
VideoMatch
62.4
J&F
· 2018-09-04
VideoMatch: Matching based Video Object Segmentation
#75
Spatiotemporal CNN
61.65
J&F
· 2019-04-04
Spatiotemporal CNN for Video Object Segmentation
Code
#76
VOSwL (Language)
60.8
J&F
· 2018-03-21
Video Object Segmentation with Language Referring Expressions
#77
RVOS
60.55
J&F
· 2019-03-13
RVOS: End-to-End Recurrent Network for Video Object Segmentation
Code
#78
OSVOS
SOTA
60.25
J&F
· 2016-11-16
One-Shot Video Object Segmentation
Code
#79
UVC
59.5
J&F
· 2019-09-26
Joint-task Self-supervised Learning for Temporal Correspondence
Code
#80
MATNet
58.6
J&F
No paper
Code
#81
ALBA
58.4
J&F
· 2020-05-26
ALBA : Reinforcement Learning for Video Object Segmentation
Code
#82
FAVOS
58.2
J&F
· 2018-06-06
Fast and Accurate Online Video Object Segmentation via Tracking Parts
Code
#83
AGS
57.5
J&F
· Extra Data
No paper
Code
#84
SiamMask
56.4
J&F
· 2018-12-12
Fast Online Object Tracking and Segmentation: A Unifying Approach
Code
#85
MuG-W
56.05
J&F
· 2020-03-10
Learning Video Object Segmentation from Unlabeled Videos
Code
#86
PDB
55.1
J&F
No paper
#87
OSMN
54.8
J&F
· 2018-02-04
Efficient Video Object Segmentation via Network Modulation
Code
#88
CorrFlow
50.3
J&F
· 2019-05-02
Self-supervised Learning for Video Correspondence Flow
Code
#89
CycleTime
48.7
J&F
· 2019-03-18
Learning Correspondence from the Cycle-Consistency of Time
Code
#90
RVOS
41.2
J&F
· 2019-03-13
RVOS: End-to-End Recurrent Network for Video Object Segmentation
Code