Video Object Segmentation on DAVIS 2017 (test-dev)

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

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#	Model↕	F-measure (Decay)▼	Extra Data	Paper	Date↕	Code
1	RGMP	37.2	No	-	-	Code
2	RVOS	36.7	No	RVOS: End-to-End Recurrent Network for Video Obj...	2019-03-13	Code
3	FEELVOS	33.5	No	FEELVOS: Fast End-to-End Embedding Learning for ...	2019-02-25	Code
4	AGAME	27.6	No	A Generative Appearance Model for End-to-end Vid...	2018-11-28	Code
5	SSM-VOS	25.3	No	-	-	Code
6	OnAVOS	23.4	No	Online Adaptation of Convolutional Neural Networ...	2017-06-28	-
7	SiamMask	22.4	No	Fast Online Object Tracking and Segmentation: A ...	2018-12-12	Code
8	RANet	22.1	No	RANet: Ranking Attention Network for Fast Video ...	2019-08-19	Code
9	OSVOS-S	21.9	No	Video Object Segmentation Without Temporal Infor...	2017-09-18	-
10	PReMVOS	20.6	No	PReMVOS: Proposal-generation, Refinement and Mer...	2018-07-24	Code
11	Siam R-CNN	20.2	No	Siam R-CNN: Visual Tracking by Re-Detection	2019-11-28	Code
12	CINM	20	No	CNN in MRF: Video Object Segmentation via Infere...	2018-03-26	-
13	OSVOS	19.8	No	One-Shot Video Object Segmentation	2016-11-16	Code
14	FAVOS	19.8	No	Fast and Accurate Online Video Object Segmentati...	2018-06-06	Code
15	Lucid	19.5	No	Lucid Data Dreaming for Video Object Segmentation	2017-03-28	Code
16	MHP-VOS	19.1	No	MHP-VOS: Multiple Hypotheses Propagation for Vid...	2019-04-17	Code
17	STM	17.5	Yes	Video Object Segmentation using Space-Time Memor...	2019-04-01	Code
18	OSMN	17.4	No	Efficient Video Object Segmentation via Network ...	2018-02-04	Code
19	LSMVOS	16.5	No	LSMVOS: Long-Short-Term Similarity Matching for ...	2020-09-02	Code
20	MiVOS	14.5	Yes	Modular Interactive Video Object Segmentation: I...	2021-03-14	Code
21	STCN	10.3	Yes	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
22	UnOVSOT	6.6	No	UnOVOST: Unsupervised Offline Video Object Segme...	2020-01-15	Code
23	PDB	3.7	No	-	-	-
24	AGS	2.6	No	-	-	Code
25	RVOS	1.8	No	RVOS: End-to-End Recurrent Network for Video Obj...	2019-03-13	Code
26	MuG-W	-1.7	No	Learning Video Object Segmentation from Unlabele...	2020-03-10	Code

#1RGMP
37.2
F-measure (Decay)
No paperCode
#2RVOSSOTA
36.7
F-measure (Decay)· 2019-03-13
RVOS: End-to-End Recurrent Network for Video Object Segmentation Code
#3FEELVOSSOTA
33.5
F-measure (Decay)· 2019-02-25
FEELVOS: Fast End-to-End Embedding Learning for Video Object Segmentation Code
#4AGAMESOTA
27.6
F-measure (Decay)· 2018-11-28
A Generative Appearance Model for End-to-end Video Object Segmentation Code
#5SSM-VOS
25.3
F-measure (Decay)
No paperCode
#6OnAVOSSOTA
23.4
F-measure (Decay)· 2017-06-28
Online Adaptation of Convolutional Neural Networks for Video Object Segmentation
#7SiamMask
22.4
F-measure (Decay)· 2018-12-12
Fast Online Object Tracking and Segmentation: A Unifying Approach Code
#8RANet
22.1
F-measure (Decay)· 2019-08-19
RANet: Ranking Attention Network for Fast Video Object Segmentation Code
#9OSVOS-S
21.9
F-measure (Decay)· 2017-09-18
Video Object Segmentation Without Temporal Information
#10PReMVOS
20.6
F-measure (Decay)· 2018-07-24
PReMVOS: Proposal-generation, Refinement and Merging for Video Object Segmentation Code
#11Siam R-CNN
20.2
F-measure (Decay)· 2019-11-28
Siam R-CNN: Visual Tracking by Re-Detection Code
#12CINM
20
F-measure (Decay)· 2018-03-26
CNN in MRF: Video Object Segmentation via Inference in A CNN-Based Higher-Order Spatio-Temporal MRF
#13OSVOSSOTA
19.8
F-measure (Decay)· 2016-11-16
One-Shot Video Object Segmentation Code
#14FAVOS
19.8
F-measure (Decay)· 2018-06-06
Fast and Accurate Online Video Object Segmentation via Tracking Parts Code
#15Lucid
19.5
F-measure (Decay)· 2017-03-28
Lucid Data Dreaming for Video Object Segmentation Code
#16MHP-VOS
19.1
F-measure (Decay)· 2019-04-17
MHP-VOS: Multiple Hypotheses Propagation for Video Object Segmentation Code
#17STM
17.5
F-measure (Decay)· Extra Data· 2019-04-01
Video Object Segmentation using Space-Time Memory Networks Code
#18OSMN
17.4
F-measure (Decay)· 2018-02-04
Efficient Video Object Segmentation via Network Modulation Code
#19LSMVOS
16.5
F-measure (Decay)· 2020-09-02
LSMVOS: Long-Short-Term Similarity Matching for Video Object Code
#20MiVOS
14.5
F-measure (Decay)· Extra Data· 2021-03-14
Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusion Code
#21STCN
10.3
F-measure (Decay)· Extra Data· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#22UnOVSOT
6.6
F-measure (Decay)· 2020-01-15
UnOVOST: Unsupervised Offline Video Object Segmentation and Tracking Code
#23PDB
3.7
F-measure (Decay)
No paper
#24AGS
2.6
F-measure (Decay)
No paperCode
#25RVOS
1.8
F-measure (Decay)· 2019-03-13
RVOS: End-to-End Recurrent Network for Video Object Segmentation Code
#26MuG-W
-1.7
F-measure (Decay)· 2020-03-10
Learning Video Object Segmentation from Unlabeled Videos Code