Semi-Supervised Video Object Segmentation on DAVIS 2017 (val)

Metric: F-measure (Mean) (higher is better)

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#	Model↕	F-measure (Mean)▼	Extra Data	Paper	Date↕	Code
1	Cutie+ (base)	93.4	Yes	Putting the Object Back into Video Object Segmen...	2023-10-19	Code
2	ISVOS (BL30K, MS)	93	Yes	Look Before You Match: Instance Understanding Ma...	2022-12-13	-
3	XMem (BL30K, MS)	92.6	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
4	ISVOS (BL30K)	91.9	Yes	Look Before You Match: Instance Understanding Ma...	2022-12-13	-
5	XMem (BL30K)	91.4	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
6	Cutie (base)	91.1	No	Putting the Object Back into Video Object Segmen...	2023-10-19	Code
7	XMem (MS)	91	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
8	JIMD	91	No	Memory Matching is not Enough: Jointly Improving...	2024-09-22	-
9	DEVA	91	Yes	Tracking Anything with Decoupled Video Segmentat...	2023-09-07	Code
10	Cutie+ (base, MEGA)	90.8	Yes	Putting the Object Back into Video Object Segmen...	2023-10-19	Code
11	SwinB-AOTv2-L (MS)	89.8	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
12	SwinB-AOST (L'=3, MS)	89.5	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
13	XMem	89.5	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
14	SwinB-AOTv2-L	89.4	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
15	RAVOS	89.3	Yes	Region Aware Video Object Segmentation with Deep...	2022-07-21	-
16	SwinB-DeAOT-L	89.2	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
17	MobileVOS (BL30K)	88.9	Yes	MobileVOS: Real-Time Video Object Segmentation C...	2023-03-14	-
18	QDMN	88.6	Yes	Learning Quality-aware Dynamic Memory for Video ...	2022-07-16	Code
19	STCN	88.6	Yes	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
20	R50-AOST (L'=3)	88.5	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
21	TarViS	88.5	Yes	TarViS: A Unified Approach for Target-based Vide...	2023-01-06	Code
22	SwinB-AOT-L	88.4	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
23	R50-DeAOT-L	88.2	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
24	R50-AOST (L'=2)	88	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
25	XMem (DAVIS and YouTubeVOS only)	87.6	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
26	R50-AOT-L	87.5	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
27	HMMN	87.5	Yes	Hierarchical Memory Matching Network for Video O...	2021-09-23	Code
28	MiVOS	87.4	Yes	Modular Interactive Video Object Segmentation: I...	2021-03-14	Code
29	DeAOT-L	87.1	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
30	MobileVOS	87.1	No	MobileVOS: Real-Time Video Object Segmentation C...	2023-03-14	-
31	AOT-L	86.4	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
32	R50-AOST (L'=1)	86.1	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
33	RPCMVOS	86	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
34	RMNet	86	No	Efficient Regional Memory Network for Video Obje...	2021-03-24	Code
35	CFBI+	85.7	No	Collaborative Video Object Segmentation by Multi...	2020-10-13	Code
36	KMN	85.6	No	Kernelized Memory Network for Video Object Segme...	2020-07-16	Code
37	AOT-B	85.2	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
38	DeAOT-B	85.1	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
39	CFBI	84.6	No	Collaborative Video Object Segmentation by Foreg...	2020-03-18	Code
40	STM	84.3	Yes	Video Object Segmentation using Space-Time Memor...	2019-04-01	Code
41	AOT-S	83.9	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
42	DeAOT-S	83.8	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
43	DeAOT-T	83.3	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
44	AOT-T	82.3	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
45	PReMVOS	81.8	No	PReMVOS: Proposal-generation, Refinement and Mer...	2018-07-24	Code
46	JOINT	81.2	No	Joint Inductive and Transductive Learning for Vi...	2021-08-08	Code
47	LSMVOS	80.8	No	LSMVOS: Long-Short-Term Similarity Matching for ...	2020-09-02	Code
48	e-OSVOS	80	Yes	Make One-Shot Video Object Segmentation Efficien...	2020-12-03	Code
49	SSM-VOS	79.9	No	-	-	Code
50	SWEM	79.8	No	SWEM: Towards Real-Time Video Object Segmentatio...	2022-08-22	Code
51	XMem (DAVIS only)	79.3	No	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
52	MHP-VOS	78.9	No	MHP-VOS: Multiple Hypotheses Propagation for Vid...	2019-04-17	Code
53	PTSNet	77.7	No	Proposal, Tracking and Segmentation (PTS): A Cas...	2019-07-02	Code
54	AFB-URR	76.1	No	Video Object Segmentation with Adaptive Feature ...	2020-10-15	Code
55	Siam R-CNN	75	No	Siam R-CNN: Visual Tracking by Re-Detection	2019-11-28	Code
56	TVOS	74.7	No	A Transductive Approach for Video Object Segment...	2020-04-15	Code
57	CINM	74	No	CNN in MRF: Video Object Segmentation via Infere...	2018-03-26	-
58	AGAME	73.6	No	A Generative Appearance Model for End-to-end Vid...	2018-11-28	Code
59	Araslanov et al.	71.7	No	Dense Unsupervised Learning for Video Segmentation	2021-11-11	Code
60	OSVOS-S	71.3	No	Video Object Segmentation Without Temporal Infor...	2017-09-18	-
61	MAMP	71.2	No	Self-Supervised Video Object Segmentation by Mot...	2021-07-27	Code
62	AGSS-VOS	69.8	No	-	-	Code
63	OnAVOS	69.1	No	Online Adaptation of Convolutional Neural Networ...	2017-06-28	-
64	RGMP	68.6	No	-	-	Code
65	RANet	68.2	No	RANet: Ranking Attention Network for Fast Video ...	2019-08-19	Code
66	VideoMatch	68.2	No	VideoMatch: Matching based Video Object Segmenta...	2018-09-04	-
67	MAST	67.6	No	MAST: A Memory-Augmented Self-supervised Tracker	2020-02-18	Code
68	Spatiotemporal CNN	64.6	No	Spatiotemporal CNN for Video Object Segmentation	2019-04-04	Code
69	OSVOS	63.9	No	One-Shot Video Object Segmentation	2016-11-16	Code
70	RVOS	63.6	No	RVOS: End-to-End Recurrent Network for Video Obj...	2019-03-13	Code
71	VOSwL	63.5	No	Video Object Segmentation with Language Referrin...	2018-03-21	-
72	FAVOS	61.8	No	Fast and Accurate Online Video Object Segmentati...	2018-06-06	Code
73	UVC	61.3	No	Joint-task Self-supervised Learning for Temporal...	2019-09-26	Code
74	SiamMask	58.5	No	Fast Online Object Tracking and Segmentation: A ...	2018-12-12	Code
75	MuG-W	58	No	Learning Video Object Segmentation from Unlabele...	2020-03-10	Code
76	OSMN	57.1	No	Efficient Video Object Segmentation via Network ...	2018-02-04	Code
77	CorrFlow	52.2	No	Self-supervised Learning for Video Correspondenc...	2019-05-02	Code
78	CycleTime	50	No	Learning Correspondence from the Cycle-Consisten...	2019-03-18	Code

#1Cutie+ (base)SOTA
93.4
F-measure (Mean)· Extra Data· 2023-10-19
Putting the Object Back into Video Object Segmentation Code
#2ISVOS (BL30K, MS)SOTA
93
F-measure (Mean)· Extra Data· 2022-12-13
Look Before You Match: Instance Understanding Matters in Video Object Segmentation
#3XMem (BL30K, MS)SOTA
92.6
F-measure (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#4ISVOS (BL30K)
91.9
F-measure (Mean)· Extra Data· 2022-12-13
Look Before You Match: Instance Understanding Matters in Video Object Segmentation
#5XMem (BL30K)
91.4
F-measure (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#6Cutie (base)
91.1
F-measure (Mean)· 2023-10-19
Putting the Object Back into Video Object Segmentation Code
#7XMem (MS)
91
F-measure (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#8JIMD
91
F-measure (Mean)· 2024-09-22
Memory Matching is not Enough: Jointly Improving Memory Matching and Decoding for Video Object Segmentation
#9DEVA
91
F-measure (Mean)· Extra Data· 2023-09-07
Tracking Anything with Decoupled Video Segmentation Code
#10Cutie+ (base, MEGA)
90.8
F-measure (Mean)· Extra Data· 2023-10-19
Putting the Object Back into Video Object Segmentation Code
#11SwinB-AOTv2-L (MS)SOTA
89.8
F-measure (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#12SwinB-AOST (L'=3, MS)
89.5
F-measure (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#13XMem
89.5
F-measure (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#14SwinB-AOTv2-L
89.4
F-measure (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#15RAVOS
89.3
F-measure (Mean)· Extra Data· 2022-07-21
Region Aware Video Object Segmentation with Deep Motion Modeling
#16SwinB-DeAOT-L
89.2
F-measure (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#17MobileVOS (BL30K)
88.9
F-measure (Mean)· Extra Data· 2023-03-14
MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge Distillation
#18QDMN
88.6
F-measure (Mean)· Extra Data· 2022-07-16
Learning Quality-aware Dynamic Memory for Video Object Segmentation Code
#19STCNSOTA
88.6
F-measure (Mean)· Extra Data· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#20R50-AOST (L'=3)
88.5
F-measure (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#21TarViS
88.5
F-measure (Mean)· Extra Data· 2023-01-06
TarViS: A Unified Approach for Target-based Video Segmentation Code
#22SwinB-AOT-LSOTA
88.4
F-measure (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#23R50-DeAOT-L
88.2
F-measure (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#24R50-AOST (L'=2)
88
F-measure (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#25XMem (DAVIS and YouTubeVOS only)
87.6
F-measure (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#26R50-AOT-L
87.5
F-measure (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#27HMMN
87.5
F-measure (Mean)· Extra Data· 2021-09-23
Hierarchical Memory Matching Network for Video Object Segmentation Code
#28MiVOSSOTA
87.4
F-measure (Mean)· Extra Data· 2021-03-14
Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusion Code
#29DeAOT-L
87.1
F-measure (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#30MobileVOS
87.1
F-measure (Mean)· 2023-03-14
MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge Distillation
#31AOT-L
86.4
F-measure (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#32R50-AOST (L'=1)
86.1
F-measure (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#33RPCMVOS
86
F-measure (Mean)· 2021-12-06
Reliable Propagation-Correction Modulation for Video Object Segmentation Code
#34RMNet
86
F-measure (Mean)· 2021-03-24
Efficient Regional Memory Network for Video Object Segmentation Code
#35CFBI+SOTA
85.7
F-measure (Mean)· 2020-10-13
Collaborative Video Object Segmentation by Multi-Scale Foreground-Background Integration Code
#36KMNSOTA
85.6
F-measure (Mean)· 2020-07-16
Kernelized Memory Network for Video Object Segmentation Code
#37AOT-B
85.2
F-measure (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#38DeAOT-B
85.1
F-measure (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#39CFBISOTA
84.6
F-measure (Mean)· 2020-03-18
Collaborative Video Object Segmentation by Foreground-Background Integration Code
#40STMSOTA
84.3
F-measure (Mean)· Extra Data· 2019-04-01
Video Object Segmentation using Space-Time Memory Networks Code
#41AOT-S
83.9
F-measure (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#42DeAOT-S
83.8
F-measure (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#43DeAOT-T
83.3
F-measure (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#44AOT-T
82.3
F-measure (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#45PReMVOSSOTA
81.8
F-measure (Mean)· 2018-07-24
PReMVOS: Proposal-generation, Refinement and Merging for Video Object Segmentation Code
#46JOINT
81.2
F-measure (Mean)· 2021-08-08
Joint Inductive and Transductive Learning for Video Object Segmentation Code
#47LSMVOS
80.8
F-measure (Mean)· 2020-09-02
LSMVOS: Long-Short-Term Similarity Matching for Video Object Code
#48e-OSVOS
80
F-measure (Mean)· Extra Data· 2020-12-03
Make One-Shot Video Object Segmentation Efficient Again Code
#49SSM-VOS
79.9
F-measure (Mean)
No paperCode
#50SWEM
79.8
F-measure (Mean)· 2022-08-22
SWEM: Towards Real-Time Video Object Segmentation with Sequential Weighted Expectation-Maximization Code
#51XMem (DAVIS only)
79.3
F-measure (Mean)· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#52MHP-VOS
78.9
F-measure (Mean)· 2019-04-17
MHP-VOS: Multiple Hypotheses Propagation for Video Object Segmentation Code
#53PTSNet
77.7
F-measure (Mean)· 2019-07-02
Proposal, Tracking and Segmentation (PTS): A Cascaded Network for Video Object Segmentation Code
#54AFB-URR
76.1
F-measure (Mean)· 2020-10-15
Video Object Segmentation with Adaptive Feature Bank and Uncertain-Region Refinement Code
#55Siam R-CNN
75
F-measure (Mean)· 2019-11-28
Siam R-CNN: Visual Tracking by Re-Detection Code
#56TVOS
74.7
F-measure (Mean)· 2020-04-15
A Transductive Approach for Video Object Segmentation Code
#57CINMSOTA
74
F-measure (Mean)· 2018-03-26
CNN in MRF: Video Object Segmentation via Inference in A CNN-Based Higher-Order Spatio-Temporal MRF
#58AGAME
73.6
F-measure (Mean)· 2018-11-28
A Generative Appearance Model for End-to-end Video Object Segmentation Code
#59Araslanov et al.
71.7
F-measure (Mean)· 2021-11-11
Dense Unsupervised Learning for Video Segmentation Code
#60OSVOS-SSOTA
71.3
F-measure (Mean)· 2017-09-18
Video Object Segmentation Without Temporal Information
#61MAMP
71.2
F-measure (Mean)· 2021-07-27
Self-Supervised Video Object Segmentation by Motion-Aware Mask Propagation Code
#62AGSS-VOS
69.8
F-measure (Mean)
No paperCode
#63OnAVOSSOTA
69.1
F-measure (Mean)· 2017-06-28
Online Adaptation of Convolutional Neural Networks for Video Object Segmentation
#64RGMP
68.6
F-measure (Mean)
No paperCode
#65RANet
68.2
F-measure (Mean)· 2019-08-19
RANet: Ranking Attention Network for Fast Video Object Segmentation Code
#66VideoMatch
68.2
F-measure (Mean)· 2018-09-04
VideoMatch: Matching based Video Object Segmentation
#67MAST
67.6
F-measure (Mean)· 2020-02-18
MAST: A Memory-Augmented Self-supervised Tracker Code
#68Spatiotemporal CNN
64.6
F-measure (Mean)· 2019-04-04
Spatiotemporal CNN for Video Object Segmentation Code
#69OSVOSSOTA
63.9
F-measure (Mean)· 2016-11-16
One-Shot Video Object Segmentation Code
#70RVOS
63.6
F-measure (Mean)· 2019-03-13
RVOS: End-to-End Recurrent Network for Video Object Segmentation Code
#71VOSwL
63.5
F-measure (Mean)· 2018-03-21
Video Object Segmentation with Language Referring Expressions
#72FAVOS
61.8
F-measure (Mean)· 2018-06-06
Fast and Accurate Online Video Object Segmentation via Tracking Parts Code
#73UVC
61.3
F-measure (Mean)· 2019-09-26
Joint-task Self-supervised Learning for Temporal Correspondence Code
#74SiamMask
58.5
F-measure (Mean)· 2018-12-12
Fast Online Object Tracking and Segmentation: A Unifying Approach Code
#75MuG-W
58
F-measure (Mean)· 2020-03-10
Learning Video Object Segmentation from Unlabeled Videos Code
#76OSMN
57.1
F-measure (Mean)· 2018-02-04
Efficient Video Object Segmentation via Network Modulation Code
#77CorrFlow
52.2
F-measure (Mean)· 2019-05-02
Self-supervised Learning for Video Correspondence Flow Code
#78CycleTime
50
F-measure (Mean)· 2019-03-18
Learning Correspondence from the Cycle-Consistency of Time Code