Video on DAVIS 2017 (val)

Metric: Jaccard (Mean) (higher is better)

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#	Model↕	Jaccard (Mean)▼	Extra Data	Paper	Date↕	Code
1	Cutie+ (base)	87.5	Yes	Putting the Object Back into Video Object Segmen...	2023-10-19	Code
2	ISVOS (BL30K, MS)	86.7	Yes	Look Before You Match: Instance Understanding Ma...	2022-12-13	-
3	XMem (BL30K, MS)	86.3	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
4	ISVOS (MS)	85.8	Yes	Look Before You Match: Instance Understanding Ma...	2022-12-13	-
5	Cutie+ (base, MEGA)	85.5	Yes	Putting the Object Back into Video Object Segmen...	2023-10-19	Code
6	XMem (MS)	85.4	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
7	JIMD	85.2	No	Memory Matching is not Enough: Jointly Improving...	2024-09-22	-
8	Cutie (base)	84.6	No	Putting the Object Back into Video Object Segmen...	2023-10-19	Code
9	ISVOS (BL30K)	84.5	Yes	Look Before You Match: Instance Understanding Ma...	2022-12-13	-
10	DEVA	84.2	Yes	Tracking Anything with Decoupled Video Segmentat...	2023-09-07	Code
11	SwinB-AOTv2-L (MS)	84.2	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
12	XMem (BL30K)	84	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
13	SwinB-AOST (L'=3, MS)	83.8	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
14	SwinB-AOTv2-L	83.1	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
15	SwinB-DeAOT-L	83.1	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
16	XMem	82.9	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
17	RAVOS	82.9	Yes	Region Aware Video Object Segmentation with Deep...	2022-07-21	-
18	R50-AOST (L'=3)	82.6	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
19	QDMN	82.5	Yes	Learning Quality-aware Dynamic Memory for Video ...	2022-07-16	Code
20	R50-AOST (L'=2)	82.5	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
21	SwinB-AOT-L	82.4	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
22	R50-AOT-L	82.3	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
23	R50-DeAOT-L	82.2	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
24	STCN	82	Yes	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
25	HMMN	81.9	Yes	Hierarchical Memory Matching Network for Video O...	2021-09-23	Code
26	TarViS	81.7	Yes	TarViS: A Unified Approach for Target-based Vide...	2023-01-06	Code
27	MiVOS	81.7	Yes	Modular Interactive Video Object Segmentation: I...	2021-03-14	Code
28	XMem (DAVIS and YouTubeVOS only)	81.4	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
29	RPCMVOS	81.3	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
30	R50-AOST (L'=1)	81.2	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
31	AOT-L	81.1	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
32	DeAOT-L	81	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
33	RMNet	81	No	Efficient Regional Memory Network for Video Obje...	2021-03-24	Code
34	CFBI+	80.1	No	Collaborative Video Object Segmentation by Multi...	2020-10-13	Code
35	KMN	80	No	Kernelized Memory Network for Video Object Segme...	2020-07-16	Code
36	AOT-B	79.7	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
37	DeAOT-B	79.2	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
38	STM	79.2	Yes	Video Object Segmentation using Space-Time Memor...	2019-04-01	Code
39	CFBI	79.1	No	Collaborative Video Object Segmentation by Foreg...	2020-03-18	Code
40	AOT-S	78.7	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
41	DeAOT-S	77.8	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
42	DeAOT-T	77.7	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
43	AOT-T	77.4	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
44	JOINT	76	No	Joint Inductive and Transductive Learning for Vi...	2021-08-08	Code
45	SSM-VOS	75.3	No	-	-	Code
46	SWEM	74.5	No	SWEM: Towards Real-Time Video Object Segmentatio...	2022-08-22	Code
47	e-OSVOS	74.4	Yes	Make One-Shot Video Object Segmentation Efficien...	2020-12-03	Code
48	XMem (DAVIS only)	74.1	No	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
49	PReMVOS	73.9	No	PReMVOS: Proposal-generation, Refinement and Mer...	2018-07-24	Code
50	LSMVOS	73.9	No	LSMVOS: Long-Short-Term Similarity Matching for ...	2020-09-02	Code
51	MHP-VOS	73.4	No	MHP-VOS: Multiple Hypotheses Propagation for Vid...	2019-04-17	Code
52	AFB-URR	73	No	Video Object Segmentation with Adaptive Feature ...	2020-10-15	Code
53	PTSNet	71.6	No	Proposal, Tracking and Segmentation (PTS): A Cas...	2019-07-02	Code
54	DEVA (EntitySeg)	70.4	Yes	Tracking Anything with Decoupled Video Segmentat...	2023-09-07	Code
55	TVOS	69.9	No	A Transductive Approach for Video Object Segment...	2020-04-15	Code
56	AGAME	68.5	No	A Generative Appearance Model for End-to-end Vid...	2018-11-28	Code
57	MAMP	68.3	No	Self-Supervised Video Object Segmentation by Mot...	2021-07-27	Code
58	CINM	67.2	No	CNN in MRF: Video Object Segmentation via Infere...	2018-03-26	-
59	Araslanov et al.	67.1	No	Dense Unsupervised Learning for Video Segmentation	2021-11-11	Code
60	Propose-Reduce	67	Yes	Video Instance Segmentation with a Propose-Reduc...	2021-03-25	Code
61	UnOVOST	66.4	No	UnOVOST: Unsupervised Offline Video Object Segme...	2020-01-15	Code
62	Siam R-CNN	66.1	No	Siam R-CNN: Visual Tracking by Re-Detection	2019-11-28	Code
63	RGMP	64.8	No	-	-	Code
64	OSVOS-S	64.7	No	Video Object Segmentation Without Temporal Infor...	2017-09-18	-
65	AGSS-VOS	63.4	No	-	-	Code
66	MAST	63.3	No	MAST: A Memory-Augmented Self-supervised Tracker	2020-02-18	Code
67	MAST	63.3	Yes	MAST: A Memory-Augmented Self-supervised Tracker	2020-02-18	Code
68	RANet	63.2	No	RANet: Ranking Attention Network for Fast Video ...	2019-08-19	Code
69	OnAVOS	61.6	No	Online Adaptation of Convolutional Neural Networ...	2017-06-28	-
70	STEm-Seg	61.5	Yes	STEm-Seg: Spatio-temporal Embeddings for Instanc...	2020-03-18	Code
71	Spatiotemporal CNN	58.7	No	Spatiotemporal CNN for Video Object Segmentation	2019-04-04	Code
72	VOSwL (Language)	58	No	Video Object Segmentation with Language Referrin...	2018-03-21	-
73	UVC	57.7	No	Joint-task Self-supervised Learning for Temporal...	2019-09-26	Code
74	RVOS	57.5	No	RVOS: End-to-End Recurrent Network for Video Obj...	2019-03-13	Code
75	MATNet	56.7	No	-	-	Code
76	OSVOS	56.6	No	One-Shot Video Object Segmentation	2016-11-16	Code
77	ALBA	56.6	No	ALBA : Reinforcement Learning for Video Object S...	2020-05-26	Code
78	VideoMatch	56.5	No	VideoMatch: Matching based Video Object Segmenta...	2018-09-04	-
79	AGS	55.5	Yes	-	-	Code
80	FAVOS	54.6	No	Fast and Accurate Online Video Object Segmentati...	2018-06-06	Code
81	SiamMask	54.3	No	Fast Online Object Tracking and Segmentation: A ...	2018-12-12	Code
82	MuG-W	54.1	No	Learning Video Object Segmentation from Unlabele...	2020-03-10	Code
83	PDB	53.2	No	-	-	-
84	OSMN	52.5	No	Efficient Video Object Segmentation via Network ...	2018-02-04	Code
85	CorrFlow	48.4	No	Self-supervised Learning for Video Correspondenc...	2019-05-02	Code
86	CycleTime	46.4	No	Learning Correspondence from the Cycle-Consisten...	2019-03-18	Code
87	RVOS	36.8	No	RVOS: End-to-End Recurrent Network for Video Obj...	2019-03-13	Code

#1Cutie+ (base)SOTA
87.5
Jaccard (Mean)· Extra Data· 2023-10-19
Putting the Object Back into Video Object Segmentation Code
#2ISVOS (BL30K, MS)SOTA
86.7
Jaccard (Mean)· Extra Data· 2022-12-13
Look Before You Match: Instance Understanding Matters in Video Object Segmentation
#3XMem (BL30K, MS)SOTA
86.3
Jaccard (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#4ISVOS (MS)
85.8
Jaccard (Mean)· Extra Data· 2022-12-13
Look Before You Match: Instance Understanding Matters in Video Object Segmentation
#5Cutie+ (base, MEGA)
85.5
Jaccard (Mean)· Extra Data· 2023-10-19
Putting the Object Back into Video Object Segmentation Code
#6XMem (MS)
85.4
Jaccard (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#7JIMD
85.2
Jaccard (Mean)· 2024-09-22
Memory Matching is not Enough: Jointly Improving Memory Matching and Decoding for Video Object Segmentation
#8Cutie (base)
84.6
Jaccard (Mean)· 2023-10-19
Putting the Object Back into Video Object Segmentation Code
#9ISVOS (BL30K)
84.5
Jaccard (Mean)· Extra Data· 2022-12-13
Look Before You Match: Instance Understanding Matters in Video Object Segmentation
#10DEVA
84.2
Jaccard (Mean)· Extra Data· 2023-09-07
Tracking Anything with Decoupled Video Segmentation Code
#11SwinB-AOTv2-L (MS)SOTA
84.2
Jaccard (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#12XMem (BL30K)
84
Jaccard (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#13SwinB-AOST (L'=3, MS)
83.8
Jaccard (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#14SwinB-AOTv2-L
83.1
Jaccard (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#15SwinB-DeAOT-L
83.1
Jaccard (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#16XMem
82.9
Jaccard (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#17RAVOS
82.9
Jaccard (Mean)· Extra Data· 2022-07-21
Region Aware Video Object Segmentation with Deep Motion Modeling
#18R50-AOST (L'=3)
82.6
Jaccard (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#19QDMN
82.5
Jaccard (Mean)· Extra Data· 2022-07-16
Learning Quality-aware Dynamic Memory for Video Object Segmentation Code
#20R50-AOST (L'=2)
82.5
Jaccard (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#21SwinB-AOT-LSOTA
82.4
Jaccard (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#22R50-AOT-L
82.3
Jaccard (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#23R50-DeAOT-L
82.2
Jaccard (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#24STCN
82
Jaccard (Mean)· Extra Data· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#25HMMN
81.9
Jaccard (Mean)· Extra Data· 2021-09-23
Hierarchical Memory Matching Network for Video Object Segmentation Code
#26TarViS
81.7
Jaccard (Mean)· Extra Data· 2023-01-06
TarViS: A Unified Approach for Target-based Video Segmentation Code
#27MiVOSSOTA
81.7
Jaccard (Mean)· Extra Data· 2021-03-14
Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusion Code
#28XMem (DAVIS and YouTubeVOS only)
81.4
Jaccard (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#29RPCMVOS
81.3
Jaccard (Mean)· 2021-12-06
Reliable Propagation-Correction Modulation for Video Object Segmentation Code
#30R50-AOST (L'=1)
81.2
Jaccard (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#31AOT-L
81.1
Jaccard (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#32DeAOT-L
81
Jaccard (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#33RMNet
81
Jaccard (Mean)· 2021-03-24
Efficient Regional Memory Network for Video Object Segmentation Code
#34CFBI+SOTA
80.1
Jaccard (Mean)· 2020-10-13
Collaborative Video Object Segmentation by Multi-Scale Foreground-Background Integration Code
#35KMNSOTA
80
Jaccard (Mean)· 2020-07-16
Kernelized Memory Network for Video Object Segmentation Code
#36AOT-B
79.7
Jaccard (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#37DeAOT-B
79.2
Jaccard (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#38STMSOTA
79.2
Jaccard (Mean)· Extra Data· 2019-04-01
Video Object Segmentation using Space-Time Memory Networks Code
#39CFBI
79.1
Jaccard (Mean)· 2020-03-18
Collaborative Video Object Segmentation by Foreground-Background Integration Code
#40AOT-S
78.7
Jaccard (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#41DeAOT-S
77.8
Jaccard (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#42DeAOT-T
77.7
Jaccard (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#43AOT-T
77.4
Jaccard (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#44JOINT
76
Jaccard (Mean)· 2021-08-08
Joint Inductive and Transductive Learning for Video Object Segmentation Code
#45SSM-VOS
75.3
Jaccard (Mean)
No paperCode
#46SWEM
74.5
Jaccard (Mean)· 2022-08-22
SWEM: Towards Real-Time Video Object Segmentation with Sequential Weighted Expectation-Maximization Code
#47e-OSVOS
74.4
Jaccard (Mean)· Extra Data· 2020-12-03
Make One-Shot Video Object Segmentation Efficient Again Code
#48XMem (DAVIS only)
74.1
Jaccard (Mean)· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#49PReMVOSSOTA
73.9
Jaccard (Mean)· 2018-07-24
PReMVOS: Proposal-generation, Refinement and Merging for Video Object Segmentation Code
#50LSMVOS
73.9
Jaccard (Mean)· 2020-09-02
LSMVOS: Long-Short-Term Similarity Matching for Video Object Code
#51MHP-VOS
73.4
Jaccard (Mean)· 2019-04-17
MHP-VOS: Multiple Hypotheses Propagation for Video Object Segmentation Code
#52AFB-URR
73
Jaccard (Mean)· 2020-10-15
Video Object Segmentation with Adaptive Feature Bank and Uncertain-Region Refinement Code
#53PTSNet
71.6
Jaccard (Mean)· 2019-07-02
Proposal, Tracking and Segmentation (PTS): A Cascaded Network for Video Object Segmentation Code
#54DEVA (EntitySeg)
70.4
Jaccard (Mean)· Extra Data· 2023-09-07
Tracking Anything with Decoupled Video Segmentation Code
#55TVOS
69.9
Jaccard (Mean)· 2020-04-15
A Transductive Approach for Video Object Segmentation Code
#56AGAME
68.5
Jaccard (Mean)· 2018-11-28
A Generative Appearance Model for End-to-end Video Object Segmentation Code
#57MAMP
68.3
Jaccard (Mean)· 2021-07-27
Self-Supervised Video Object Segmentation by Motion-Aware Mask Propagation Code
#58CINMSOTA
67.2
Jaccard (Mean)· 2018-03-26
CNN in MRF: Video Object Segmentation via Inference in A CNN-Based Higher-Order Spatio-Temporal MRF
#59Araslanov et al.
67.1
Jaccard (Mean)· 2021-11-11
Dense Unsupervised Learning for Video Segmentation Code
#60Propose-Reduce
67
Jaccard (Mean)· Extra Data· 2021-03-25
Video Instance Segmentation with a Propose-Reduce Paradigm Code
#61UnOVOST
66.4
Jaccard (Mean)· 2020-01-15
UnOVOST: Unsupervised Offline Video Object Segmentation and Tracking Code
#62Siam R-CNN
66.1
Jaccard (Mean)· 2019-11-28
Siam R-CNN: Visual Tracking by Re-Detection Code
#63RGMP
64.8
Jaccard (Mean)
No paperCode
#64OSVOS-SSOTA
64.7
Jaccard (Mean)· 2017-09-18
Video Object Segmentation Without Temporal Information
#65AGSS-VOS
63.4
Jaccard (Mean)
No paperCode
#66MAST
63.3
Jaccard (Mean)· 2020-02-18
MAST: A Memory-Augmented Self-supervised Tracker Code
#67MAST
63.3
Jaccard (Mean)· Extra Data· 2020-02-18
MAST: A Memory-Augmented Self-supervised Tracker Code
#68RANet
63.2
Jaccard (Mean)· 2019-08-19
RANet: Ranking Attention Network for Fast Video Object Segmentation Code
#69OnAVOSSOTA
61.6
Jaccard (Mean)· 2017-06-28
Online Adaptation of Convolutional Neural Networks for Video Object Segmentation
#70STEm-Seg
61.5
Jaccard (Mean)· Extra Data· 2020-03-18
STEm-Seg: Spatio-temporal Embeddings for Instance Segmentation in Videos Code
#71Spatiotemporal CNN
58.7
Jaccard (Mean)· 2019-04-04
Spatiotemporal CNN for Video Object Segmentation Code
#72VOSwL (Language)
58
Jaccard (Mean)· 2018-03-21
Video Object Segmentation with Language Referring Expressions
#73UVC
57.7
Jaccard (Mean)· 2019-09-26
Joint-task Self-supervised Learning for Temporal Correspondence Code
#74RVOS
57.5
Jaccard (Mean)· 2019-03-13
RVOS: End-to-End Recurrent Network for Video Object Segmentation Code
#75MATNet
56.7
Jaccard (Mean)
No paperCode
#76OSVOSSOTA
56.6
Jaccard (Mean)· 2016-11-16
One-Shot Video Object Segmentation Code
#77ALBA
56.6
Jaccard (Mean)· 2020-05-26
ALBA : Reinforcement Learning for Video Object Segmentation Code
#78VideoMatch
56.5
Jaccard (Mean)· 2018-09-04
VideoMatch: Matching based Video Object Segmentation
#79AGS
55.5
Jaccard (Mean)· Extra Data
No paperCode
#80FAVOS
54.6
Jaccard (Mean)· 2018-06-06
Fast and Accurate Online Video Object Segmentation via Tracking Parts Code
#81SiamMask
54.3
Jaccard (Mean)· 2018-12-12
Fast Online Object Tracking and Segmentation: A Unifying Approach Code
#82MuG-W
54.1
Jaccard (Mean)· 2020-03-10
Learning Video Object Segmentation from Unlabeled Videos Code
#83PDB
53.2
Jaccard (Mean)
No paper
#84OSMN
52.5
Jaccard (Mean)· 2018-02-04
Efficient Video Object Segmentation via Network Modulation Code
#85CorrFlow
48.4
Jaccard (Mean)· 2019-05-02
Self-supervised Learning for Video Correspondence Flow Code
#86CycleTime
46.4
Jaccard (Mean)· 2019-03-18
Learning Correspondence from the Cycle-Consistency of Time Code
#87RVOS
36.8
Jaccard (Mean)· 2019-03-13
RVOS: End-to-End Recurrent Network for Video Object Segmentation Code