Semi-Supervised Video Object Segmentation on DAVIS 2016

Metric: Jaccard (Mean) (higher is better)

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#	Model↕	Jaccard (Mean)▼	Extra Data	Paper	Date↕	Code
1	ISVOS (BL30K, MS)	92.5	Yes	Look Before You Match: Instance Understanding Ma...	2022-12-13	-
2	XMem (BL30K, MS)	92.2	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
3	XMem (MS)	92	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
4	SwinB-AOTv2-L (MS)	91.6	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
5	SwinB-AOST (L'=3, MS)	91.5	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
6	SwinB-DeAOT-L	91.1	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
7	RAVOS	90.8	Yes	Region Aware Video Object Segmentation with Deep...	2022-07-21	-
8	SwinB-AOT-L	90.7	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
9	XMem (BL30K)	90.7	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
10	QDMN	90.7	Yes	Learning Quality-aware Dynamic Memory for Video ...	2022-07-16	Code
11	SwinB-AOTv2-L	90.6	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
12	R50-AOST (L'=3)	90.6	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
13	SwinB-AOST (L'=3)	90.5	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
14	R50-DeAOT-L	90.5	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
15	R50-AOST (L'=2)	90.5	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
16	STCN + TrickVOS (PT)	90.5	No	TrickVOS: A Bag of Tricks for Video Object Segme...	2023-06-27	-
17	STCN	90.4	Yes	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
18	XMem	90.4	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
19	DeAOT-L	90.3	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
20	MobileVOS (BL30K)	90.3	Yes	MobileVOS: Real-Time Video Object Segmentation C...	2023-03-14	-
21	R50-AOT-L	90.1	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
22	MiVOS	89.7	Yes	Modular Interactive Video Object Segmentation: I...	2021-03-14	Code
23	MobileVOS	89.7	No	MobileVOS: Real-Time Video Object Segmentation C...	2023-03-14	-
24	HMMN	89.6	Yes	Hierarchical Memory Matching Network for Video O...	2021-09-23	Code
25	XMem (DAVIS+YouTubeVOS only)	89.6	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
26	AOT-L	89.6	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
27	R50-AOST (L'=1)	89.6	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
28	KMN	89.5	No	Kernelized Memory Network for Video Object Segme...	2020-07-16	Code
29	DeAOT-B	89.4	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
30	RMNet	88.9	Yes	Efficient Regional Memory Network for Video Obje...	2021-03-24	Code
31	AOT-L	88.7	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
32	CFBI+	88.7	No	Collaborative Video Object Segmentation by Multi...	2020-10-13	Code
33	STM	88.7	Yes	Video Object Segmentation using Space-Time Memor...	2019-04-01	Code
34	Lightweight TrickVOS (PT)	88.7	No	TrickVOS: A Bag of Tricks for Video Object Segme...	2023-06-27	-
35	AOT-S	88.6	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
36	CFBI	88.3	No	Collaborative Video Object Segmentation by Foreg...	2020-03-18	Code
37	DeAOT-T	87.8	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
38	DeAOT-S	87.6	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
39	MHP-VOS	87.6	No	MHP-VOS: Multiple Hypotheses Propagation for Vid...	2019-04-17	Code
40	SWEM (val)	87.3	No	SWEM: Towards Real-Time Video Object Segmentatio...	2022-08-22	Code
41	RPCMVOS	87.1	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
42	XMem (DAVIS only)	86.7	No	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
43	RANet+ (online learning)	86.6	No	RANet: Ranking Attention Network for Fast Video ...	2019-08-19	Code
44	e-OSVOS	86.6	Yes	Make One-Shot Video Object Segmentation Efficien...	2020-12-03	Code
45	SFSeg over OnAVOS	86.3	No	A 3D Convolutional Approach to Spectral Object S...	2019-07-05	Code
46	SSM-VOS	86.2	No	-	-	Code
47	AOT-T	86.1	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
48	OnAVOS	86.1	No	Online Adaptation of Convolutional Neural Networ...	2017-06-28	-
49	LSMVOS	85.7	No	LSMVOS: Long-Short-Term Similarity Matching for ...	2020-09-02	Code
50	OSVOS-S	85.6	No	Video Object Segmentation Without Temporal Infor...	2017-09-18	-
51	RANet	85.5	No	RANet: Ranking Attention Network for Fast Video ...	2019-08-19	Code
52	PReMVOS	84.9	No	PReMVOS: Proposal-generation, Refinement and Mer...	2018-07-24	Code
53	Lucid	83.9	No	Lucid Data Dreaming for Video Object Segmentation	2017-03-28	Code
54	Spatiotemporal CNN	83.8	No	Spatiotemporal CNN for Video Object Segmentation	2019-04-04	Code
55	CINM	83.4	No	CNN in MRF: Video Object Segmentation via Infere...	2018-03-26	-
56	VOSwL	83.1	No	Video Object Segmentation with Language Referrin...	2018-03-21	-
57	FAVOS	82.4	No	Fast and Accurate Online Video Object Segmentati...	2018-06-06	Code
58	CRVOS	82.2	No	CRVOS: Clue Refining Network for Video Object Se...	2020-02-10	Code
59	AGAME	81.5	No	A Generative Appearance Model for End-to-end Vid...	2018-11-28	Code
60	RGMP	81.5	No	-	-	Code
61	FEELVOS	81.1	No	FEELVOS: Fast End-to-End Embedding Learning for ...	2019-02-25	Code
62	OSVOS	79.8	No	One-Shot Video Object Segmentation	2016-11-16	Code
63	MSK	79.7	No	Learning Video Object Segmentation from Static I...	2016-12-08	Code
64	Hou et al.	78.3	No	An Efficient 3D CNN for Action/Object Segmentati...	2019-07-21	-
65	Siam R-CNN	76.8	No	Siam R-CNN: Visual Tracking by Re-Detection	2019-11-28	Code
66	SFL	76.1	No	SegFlow: Joint Learning for Video Object Segment...	2017-09-20	Code
67	PML	75.5	No	Blazingly Fast Video Object Segmentation with Pi...	2018-04-09	-
68	OSMN	74	No	Efficient Video Object Segmentation via Network ...	2018-02-04	Code
69	CTN	73.5	No	-	-	-
70	SiamMask	71.7	No	Fast Online Object Tracking and Segmentation: A ...	2018-12-12	Code
71	VPN	70.2	No	Video Propagation Networks	2016-12-16	-
72	PLM	70.2	No	Pixel-Level Matching for Video Object Segmentati...	2017-08-17	-
73	RGMP (val)	68.6	No	Fast Video Object Segmentation With Temporal Agg...	2020-07-11	-
74	OFL	68	Yes	-	-	-
75	MuG-W	65.7	No	Learning Video Object Segmentation from Unlabele...	2020-03-10	Code
76	BVS	60	No	-	-	-
77	FCP	58.4	No	-	-	-

#1ISVOS (BL30K, MS)SOTA
92.5
Jaccard (Mean)· Extra Data· 2022-12-13
Look Before You Match: Instance Understanding Matters in Video Object Segmentation
#2XMem (BL30K, MS)SOTA
92.2
Jaccard (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#3XMem (MS)
92
Jaccard (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#4SwinB-AOTv2-L (MS)SOTA
91.6
Jaccard (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#5SwinB-AOST (L'=3, MS)
91.5
Jaccard (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#6SwinB-DeAOT-L
91.1
Jaccard (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#7RAVOS
90.8
Jaccard (Mean)· Extra Data· 2022-07-21
Region Aware Video Object Segmentation with Deep Motion Modeling
#8SwinB-AOT-LSOTA
90.7
Jaccard (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#9XMem (BL30K)
90.7
Jaccard (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#10QDMN
90.7
Jaccard (Mean)· Extra Data· 2022-07-16
Learning Quality-aware Dynamic Memory for Video Object Segmentation Code
#11SwinB-AOTv2-L
90.6
Jaccard (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#12R50-AOST (L'=3)
90.6
Jaccard (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#13SwinB-AOST (L'=3)
90.5
Jaccard (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#14R50-DeAOT-L
90.5
Jaccard (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#15R50-AOST (L'=2)
90.5
Jaccard (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#16STCN + TrickVOS (PT)
90.5
Jaccard (Mean)· 2023-06-27
TrickVOS: A Bag of Tricks for Video Object Segmentation
#17STCN
90.4
Jaccard (Mean)· Extra Data· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#18XMem
90.4
Jaccard (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#19DeAOT-L
90.3
Jaccard (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#20MobileVOS (BL30K)
90.3
Jaccard (Mean)· Extra Data· 2023-03-14
MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge Distillation
#21R50-AOT-L
90.1
Jaccard (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#22MiVOSSOTA
89.7
Jaccard (Mean)· Extra Data· 2021-03-14
Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusion Code
#23MobileVOS
89.7
Jaccard (Mean)· 2023-03-14
MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge Distillation
#24HMMN
89.6
Jaccard (Mean)· Extra Data· 2021-09-23
Hierarchical Memory Matching Network for Video Object Segmentation Code
#25XMem (DAVIS+YouTubeVOS only)
89.6
Jaccard (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#26AOT-L
89.6
Jaccard (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#27R50-AOST (L'=1)
89.6
Jaccard (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#28KMNSOTA
89.5
Jaccard (Mean)· 2020-07-16
Kernelized Memory Network for Video Object Segmentation Code
#29DeAOT-B
89.4
Jaccard (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#30RMNet
88.9
Jaccard (Mean)· Extra Data· 2021-03-24
Efficient Regional Memory Network for Video Object Segmentation Code
#31AOT-L
88.7
Jaccard (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#32CFBI+
88.7
Jaccard (Mean)· 2020-10-13
Collaborative Video Object Segmentation by Multi-Scale Foreground-Background Integration Code
#33STMSOTA
88.7
Jaccard (Mean)· Extra Data· 2019-04-01
Video Object Segmentation using Space-Time Memory Networks Code
#34Lightweight TrickVOS (PT)
88.7
Jaccard (Mean)· 2023-06-27
TrickVOS: A Bag of Tricks for Video Object Segmentation
#35AOT-S
88.6
Jaccard (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#36CFBI
88.3
Jaccard (Mean)· 2020-03-18
Collaborative Video Object Segmentation by Foreground-Background Integration Code
#37DeAOT-T
87.8
Jaccard (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#38DeAOT-S
87.6
Jaccard (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#39MHP-VOS
87.6
Jaccard (Mean)· 2019-04-17
MHP-VOS: Multiple Hypotheses Propagation for Video Object Segmentation Code
#40SWEM (val)
87.3
Jaccard (Mean)· 2022-08-22
SWEM: Towards Real-Time Video Object Segmentation with Sequential Weighted Expectation-Maximization Code
#41RPCMVOS
87.1
Jaccard (Mean)· 2021-12-06
Reliable Propagation-Correction Modulation for Video Object Segmentation Code
#42XMem (DAVIS only)
86.7
Jaccard (Mean)· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#43RANet+ (online learning)
86.6
Jaccard (Mean)· 2019-08-19
RANet: Ranking Attention Network for Fast Video Object Segmentation Code
#44e-OSVOS
86.6
Jaccard (Mean)· Extra Data· 2020-12-03
Make One-Shot Video Object Segmentation Efficient Again Code
#45SFSeg over OnAVOS
86.3
Jaccard (Mean)· 2019-07-05
A 3D Convolutional Approach to Spectral Object Segmentation in Space and Time Code
#46SSM-VOS
86.2
Jaccard (Mean)
No paperCode
#47AOT-T
86.1
Jaccard (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#48OnAVOSSOTA
86.1
Jaccard (Mean)· 2017-06-28
Online Adaptation of Convolutional Neural Networks for Video Object Segmentation
#49LSMVOS
85.7
Jaccard (Mean)· 2020-09-02
LSMVOS: Long-Short-Term Similarity Matching for Video Object Code
#50OSVOS-S
85.6
Jaccard (Mean)· 2017-09-18
Video Object Segmentation Without Temporal Information
#51RANet
85.5
Jaccard (Mean)· 2019-08-19
RANet: Ranking Attention Network for Fast Video Object Segmentation Code
#52PReMVOS
84.9
Jaccard (Mean)· 2018-07-24
PReMVOS: Proposal-generation, Refinement and Merging for Video Object Segmentation Code
#53LucidSOTA
83.9
Jaccard (Mean)· 2017-03-28
Lucid Data Dreaming for Video Object Segmentation Code
#54Spatiotemporal CNN
83.8
Jaccard (Mean)· 2019-04-04
Spatiotemporal CNN for Video Object Segmentation Code
#55CINM
83.4
Jaccard (Mean)· 2018-03-26
CNN in MRF: Video Object Segmentation via Inference in A CNN-Based Higher-Order Spatio-Temporal MRF
#56VOSwL
83.1
Jaccard (Mean)· 2018-03-21
Video Object Segmentation with Language Referring Expressions
#57FAVOS
82.4
Jaccard (Mean)· 2018-06-06
Fast and Accurate Online Video Object Segmentation via Tracking Parts Code
#58CRVOS
82.2
Jaccard (Mean)· 2020-02-10
CRVOS: Clue Refining Network for Video Object Segmentation Code
#59AGAME
81.5
Jaccard (Mean)· 2018-11-28
A Generative Appearance Model for End-to-end Video Object Segmentation Code
#60RGMP
81.5
Jaccard (Mean)
No paperCode
#61FEELVOS
81.1
Jaccard (Mean)· 2019-02-25
FEELVOS: Fast End-to-End Embedding Learning for Video Object Segmentation Code
#62OSVOSSOTA
79.8
Jaccard (Mean)· 2016-11-16
One-Shot Video Object Segmentation Code
#63MSK
79.7
Jaccard (Mean)· 2016-12-08
Learning Video Object Segmentation from Static Images Code
#64Hou et al.
78.3
Jaccard (Mean)· 2019-07-21
An Efficient 3D CNN for Action/Object Segmentation in Video
#65Siam R-CNN
76.8
Jaccard (Mean)· 2019-11-28
Siam R-CNN: Visual Tracking by Re-Detection Code
#66SFL
76.1
Jaccard (Mean)· 2017-09-20
SegFlow: Joint Learning for Video Object Segmentation and Optical Flow Code
#67PML
75.5
Jaccard (Mean)· 2018-04-09
Blazingly Fast Video Object Segmentation with Pixel-Wise Metric Learning
#68OSMN
74
Jaccard (Mean)· 2018-02-04
Efficient Video Object Segmentation via Network Modulation Code
#69CTN
73.5
Jaccard (Mean)
No paper
#70SiamMask
71.7
Jaccard (Mean)· 2018-12-12
Fast Online Object Tracking and Segmentation: A Unifying Approach Code
#71VPN
70.2
Jaccard (Mean)· 2016-12-16
Video Propagation Networks
#72PLM
70.2
Jaccard (Mean)· 2017-08-17
Pixel-Level Matching for Video Object Segmentation using Convolutional Neural Networks
#73RGMP (val)
68.6
Jaccard (Mean)· 2020-07-11
Fast Video Object Segmentation With Temporal Aggregation Network and Dynamic Template Matching
#74OFL
68
Jaccard (Mean)· Extra Data
No paper
#75MuG-W
65.7
Jaccard (Mean)· 2020-03-10
Learning Video Object Segmentation from Unlabeled Videos Code
#76BVS
60
Jaccard (Mean)
No paper
#77FCP
58.4
Jaccard (Mean)
No paper