Semi-Supervised Video Object Segmentation on DAVIS 2016

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

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#	Model↕	F-measure (Mean)▼	Extra Data	Paper	Date↕	Code
1	SwinB-DeAOT-L	94.7	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
2	SwinB-AOST (L'=3, MS)	94.5	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
3	XMem (BL30K, MS)	94.4	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
4	SwinB-AOTv2-L (MS)	94.4	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
5	ISVOS (BL30K, MS)	94.2	Yes	Look Before You Match: Instance Understanding Ma...	2022-12-13	-
6	SwinB-AOST (L'=3)	94.2	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
7	SwinB-AOTv2-L	94.1	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
8	R50-DeAOT-L	94	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
9	RPCMVOS	94	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
10	DeAOT-L	93.7	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
11	R50-AOST (L'=3)	93.6	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
12	XMem (MS)	93.5	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
13	R50-AOST (L'=2)	93.4	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
14	SwinB-AOT-L	93.3	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
15	XMem (BL30K)	93.2	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
16	QDMN	93.2	Yes	Learning Quality-aware Dynamic Memory for Video ...	2022-07-16	Code
17	STCN + TrickVOS (PT)	93.1	No	TrickVOS: A Bag of Tricks for Video Object Segme...	2023-06-27	-
18	STCN	93	Yes	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
19	XMem	92.7	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
20	RAVOS	92.6	Yes	Region Aware Video Object Segmentation with Deep...	2022-07-21	-
21	MobileVOS (BL30K)	92.6	Yes	MobileVOS: Real-Time Video Object Segmentation C...	2023-03-14	-
22	DeAOT-B	92.5	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
23	MiVOS	92.4	Yes	Modular Interactive Video Object Segmentation: I...	2021-03-14	Code
24	R50-AOT-L	92.1	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
25	HMMN	92	Yes	Hierarchical Memory Matching Network for Video O...	2021-09-23	Code
26	XMem (DAVIS+YouTubeVOS only)	91.9	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
27	MobileVOS	91.6	No	MobileVOS: Real-Time Video Object Segmentation C...	2023-03-14	-
28	KMN	91.5	No	Kernelized Memory Network for Video Object Segme...	2020-07-16	Code
29	AOT-L	91.1	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
30	AOT-L	91.1	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
31	CFBI+	91.1	No	Collaborative Video Object Segmentation by Multi...	2020-10-13	Code
32	R50-AOST (L'=1)	90.9	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
33	DeAOT-S	90.9	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
34	CFBI	90.5	No	Collaborative Video Object Segmentation by Foreg...	2020-03-18	Code
35	AOT-S	90.2	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
36	STM	90.1	Yes	Video Object Segmentation using Space-Time Memor...	2019-04-01	Code
37	Lightweight TrickVOS (PT)	89.9	No	TrickVOS: A Bag of Tricks for Video Object Segme...	2023-06-27	-
38	DeAOT-T	89.9	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
39	MHP-VOS	89.5	No	MHP-VOS: Multiple Hypotheses Propagation for Vid...	2019-04-17	Code
40	SWEM (val)	89	No	SWEM: Towards Real-Time Video Object Segmentatio...	2022-08-22	Code
41	XMem (DAVIS only)	88.9	No	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
42	RMNet	88.7	Yes	Efficient Regional Memory Network for Video Obje...	2021-03-24	Code
43	PReMVOS	88.6	No	PReMVOS: Proposal-generation, Refinement and Mer...	2018-07-24	Code
44	RANet+ (online learning)	87.6	No	RANet: Ranking Attention Network for Fast Video ...	2019-08-19	Code
45	OSVOS-S	87.5	No	Video Object Segmentation Without Temporal Infor...	2017-09-18	-
46	AOT-T	87.4	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
47	LSMVOS	87.3	No	LSMVOS: Long-Short-Term Similarity Matching for ...	2020-09-02	Code
48	e-OSVOS	87	Yes	Make One-Shot Video Object Segmentation Efficien...	2020-12-03	Code
49	SSM-VOS	85.6	No	-	-	Code
50	RANet	85.4	No	RANet: Ranking Attention Network for Fast Video ...	2019-08-19	Code
51	CINM	85	No	CNN in MRF: Video Object Segmentation via Infere...	2018-03-26	-
52	OnAVOS	84.9	No	Online Adaptation of Convolutional Neural Networ...	2017-06-28	-
53	VOSwL	84.2	No	Video Object Segmentation with Language Referrin...	2018-03-21	-
54	Spatiotemporal CNN	83.8	No	Spatiotemporal CNN for Video Object Segmentation	2019-04-04	Code
55	AGAME	82.2	No	A Generative Appearance Model for End-to-end Vid...	2018-11-28	Code
56	FEELVOS	82.2	No	FEELVOS: Fast End-to-End Embedding Learning for ...	2019-02-25	Code
57	Lucid	82	No	Lucid Data Dreaming for Video Object Segmentation	2017-03-28	Code
58	RGMP	82	No	-	-	Code
59	CRVOS	81	No	CRVOS: Clue Refining Network for Video Object Se...	2020-02-10	Code
60	OSVOS	80.6	No	One-Shot Video Object Segmentation	2016-11-16	Code
61	Siam R-CNN	80.4	No	Siam R-CNN: Visual Tracking by Re-Detection	2019-11-28	Code
62	FAVOS	79.5	No	Fast and Accurate Online Video Object Segmentati...	2018-06-06	Code
63	PML	79.3	No	Blazingly Fast Video Object Segmentation with Pi...	2018-04-09	-
64	Hou et al.	77.2	No	An Efficient 3D CNN for Action/Object Segmentati...	2019-07-21	-
65	SFL	76	No	SegFlow: Joint Learning for Video Object Segment...	2017-09-20	Code
66	MSK	75.4	No	Learning Video Object Segmentation from Static I...	2016-12-08	Code
67	OSMN	72.9	No	Efficient Video Object Segmentation via Network ...	2018-02-04	Code
68	CTN	69.3	No	-	-	-
69	RGMP (val)	68.9	No	Fast Video Object Segmentation With Temporal Agg...	2020-07-11	-
70	SiamMask	67.8	No	Fast Online Object Tracking and Segmentation: A ...	2018-12-12	Code
71	VPN	65.6	No	Video Propagation Networks	2016-12-16	-
72	MuG-W	63.6	No	Learning Video Object Segmentation from Unlabele...	2020-03-10	Code
73	OFL	63.4	Yes	-	-	-
74	PLM	62.5	No	Pixel-Level Matching for Video Object Segmentati...	2017-08-17	-
75	BVS	58.8	No	-	-	-
76	FCP	49.2	No	-	-	-

#1SwinB-DeAOT-LSOTA
94.7
F-measure (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#2SwinB-AOST (L'=3, MS)SOTA
94.5
F-measure (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#3XMem (BL30K, MS)
94.4
F-measure (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#4SwinB-AOTv2-L (MS)
94.4
F-measure (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#5ISVOS (BL30K, MS)
94.2
F-measure (Mean)· Extra Data· 2022-12-13
Look Before You Match: Instance Understanding Matters in Video Object Segmentation
#6SwinB-AOST (L'=3)
94.2
F-measure (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#7SwinB-AOTv2-L
94.1
F-measure (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#8R50-DeAOT-L
94
F-measure (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#9RPCMVOSSOTA
94
F-measure (Mean)· 2021-12-06
Reliable Propagation-Correction Modulation for Video Object Segmentation Code
#10DeAOT-L
93.7
F-measure (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#11R50-AOST (L'=3)
93.6
F-measure (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#12XMem (MS)
93.5
F-measure (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#13R50-AOST (L'=2)
93.4
F-measure (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#14SwinB-AOT-LSOTA
93.3
F-measure (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#15XMem (BL30K)
93.2
F-measure (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#16QDMN
93.2
F-measure (Mean)· Extra Data· 2022-07-16
Learning Quality-aware Dynamic Memory for Video Object Segmentation Code
#17STCN + TrickVOS (PT)
93.1
F-measure (Mean)· 2023-06-27
TrickVOS: A Bag of Tricks for Video Object Segmentation
#18STCN
93
F-measure (Mean)· Extra Data· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#19XMem
92.7
F-measure (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#20RAVOS
92.6
F-measure (Mean)· Extra Data· 2022-07-21
Region Aware Video Object Segmentation with Deep Motion Modeling
#21MobileVOS (BL30K)
92.6
F-measure (Mean)· Extra Data· 2023-03-14
MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge Distillation
#22DeAOT-B
92.5
F-measure (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#23MiVOSSOTA
92.4
F-measure (Mean)· Extra Data· 2021-03-14
Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusion Code
#24R50-AOT-L
92.1
F-measure (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#25HMMN
92
F-measure (Mean)· Extra Data· 2021-09-23
Hierarchical Memory Matching Network for Video Object Segmentation Code
#26XMem (DAVIS+YouTubeVOS only)
91.9
F-measure (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#27MobileVOS
91.6
F-measure (Mean)· 2023-03-14
MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge Distillation
#28KMNSOTA
91.5
F-measure (Mean)· 2020-07-16
Kernelized Memory Network for Video Object Segmentation Code
#29AOT-L
91.1
F-measure (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#30AOT-L
91.1
F-measure (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#31CFBI+
91.1
F-measure (Mean)· 2020-10-13
Collaborative Video Object Segmentation by Multi-Scale Foreground-Background Integration Code
#32R50-AOST (L'=1)
90.9
F-measure (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#33DeAOT-S
90.9
F-measure (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#34CFBISOTA
90.5
F-measure (Mean)· 2020-03-18
Collaborative Video Object Segmentation by Foreground-Background Integration Code
#35AOT-S
90.2
F-measure (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#36STMSOTA
90.1
F-measure (Mean)· Extra Data· 2019-04-01
Video Object Segmentation using Space-Time Memory Networks Code
#37Lightweight TrickVOS (PT)
89.9
F-measure (Mean)· 2023-06-27
TrickVOS: A Bag of Tricks for Video Object Segmentation
#38DeAOT-T
89.9
F-measure (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#39MHP-VOS
89.5
F-measure (Mean)· 2019-04-17
MHP-VOS: Multiple Hypotheses Propagation for Video Object Segmentation Code
#40SWEM (val)
89
F-measure (Mean)· 2022-08-22
SWEM: Towards Real-Time Video Object Segmentation with Sequential Weighted Expectation-Maximization Code
#41XMem (DAVIS only)
88.9
F-measure (Mean)· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#42RMNet
88.7
F-measure (Mean)· Extra Data· 2021-03-24
Efficient Regional Memory Network for Video Object Segmentation Code
#43PReMVOSSOTA
88.6
F-measure (Mean)· 2018-07-24
PReMVOS: Proposal-generation, Refinement and Merging for Video Object Segmentation Code
#44RANet+ (online learning)
87.6
F-measure (Mean)· 2019-08-19
RANet: Ranking Attention Network for Fast Video Object Segmentation Code
#45OSVOS-SSOTA
87.5
F-measure (Mean)· 2017-09-18
Video Object Segmentation Without Temporal Information
#46AOT-T
87.4
F-measure (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#47LSMVOS
87.3
F-measure (Mean)· 2020-09-02
LSMVOS: Long-Short-Term Similarity Matching for Video Object Code
#48e-OSVOS
87
F-measure (Mean)· Extra Data· 2020-12-03
Make One-Shot Video Object Segmentation Efficient Again Code
#49SSM-VOS
85.6
F-measure (Mean)
No paperCode
#50RANet
85.4
F-measure (Mean)· 2019-08-19
RANet: Ranking Attention Network for Fast Video Object Segmentation Code
#51CINM
85
F-measure (Mean)· 2018-03-26
CNN in MRF: Video Object Segmentation via Inference in A CNN-Based Higher-Order Spatio-Temporal MRF
#52OnAVOSSOTA
84.9
F-measure (Mean)· 2017-06-28
Online Adaptation of Convolutional Neural Networks for Video Object Segmentation
#53VOSwL
84.2
F-measure (Mean)· 2018-03-21
Video Object Segmentation with Language Referring Expressions
#54Spatiotemporal CNN
83.8
F-measure (Mean)· 2019-04-04
Spatiotemporal CNN for Video Object Segmentation Code
#55AGAME
82.2
F-measure (Mean)· 2018-11-28
A Generative Appearance Model for End-to-end Video Object Segmentation Code
#56FEELVOS
82.2
F-measure (Mean)· 2019-02-25
FEELVOS: Fast End-to-End Embedding Learning for Video Object Segmentation Code
#57LucidSOTA
82
F-measure (Mean)· 2017-03-28
Lucid Data Dreaming for Video Object Segmentation Code
#58RGMP
82
F-measure (Mean)
No paperCode
#59CRVOS
81
F-measure (Mean)· 2020-02-10
CRVOS: Clue Refining Network for Video Object Segmentation Code
#60OSVOSSOTA
80.6
F-measure (Mean)· 2016-11-16
One-Shot Video Object Segmentation Code
#61Siam R-CNN
80.4
F-measure (Mean)· 2019-11-28
Siam R-CNN: Visual Tracking by Re-Detection Code
#62FAVOS
79.5
F-measure (Mean)· 2018-06-06
Fast and Accurate Online Video Object Segmentation via Tracking Parts Code
#63PML
79.3
F-measure (Mean)· 2018-04-09
Blazingly Fast Video Object Segmentation with Pixel-Wise Metric Learning
#64Hou et al.
77.2
F-measure (Mean)· 2019-07-21
An Efficient 3D CNN for Action/Object Segmentation in Video
#65SFL
76
F-measure (Mean)· 2017-09-20
SegFlow: Joint Learning for Video Object Segmentation and Optical Flow Code
#66MSK
75.4
F-measure (Mean)· 2016-12-08
Learning Video Object Segmentation from Static Images Code
#67OSMN
72.9
F-measure (Mean)· 2018-02-04
Efficient Video Object Segmentation via Network Modulation Code
#68CTN
69.3
F-measure (Mean)
No paper
#69RGMP (val)
68.9
F-measure (Mean)· 2020-07-11
Fast Video Object Segmentation With Temporal Aggregation Network and Dynamic Template Matching
#70SiamMask
67.8
F-measure (Mean)· 2018-12-12
Fast Online Object Tracking and Segmentation: A Unifying Approach Code
#71VPN
65.6
F-measure (Mean)· 2016-12-16
Video Propagation Networks
#72MuG-W
63.6
F-measure (Mean)· 2020-03-10
Learning Video Object Segmentation from Unlabeled Videos Code
#73OFL
63.4
F-measure (Mean)· Extra Data
No paper
#74PLM
62.5
F-measure (Mean)· 2017-08-17
Pixel-Level Matching for Video Object Segmentation using Convolutional Neural Networks
#75BVS
58.8
F-measure (Mean)
No paper
#76FCP
49.2
F-measure (Mean)
No paper