Video on DAVIS 2017 (test-dev)

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

LeaderboardDataset

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#	Model↕	F-measure (Recall)▼	Extra Data	Paper	Date↕	Code
1	STCN	89.7	Yes	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
2	MiVOS	87.6	Yes	Modular Interactive Video Object Segmentation: I...	2021-03-14	Code
3	PReMVOS	84.3	No	PReMVOS: Proposal-generation, Refinement and Mer...	2018-07-24	Code
4	STM	83	Yes	Video Object Segmentation using Space-Time Memor...	2019-04-01	Code
5	MHP-VOS	82.3	No	MHP-VOS: Multiple Hypotheses Propagation for Vid...	2019-04-17	Code
6	LSMVOS	81.4	No	LSMVOS: Long-Short-Term Similarity Matching for ...	2020-09-02	Code
7	Lucid	80.1	No	Lucid Data Dreaming for Video Object Segmentation	2017-03-28	Code
8	CINM	79.6	No	CNN in MRF: Video Object Segmentation via Infere...	2018-03-26	-
9	OSVOS-S	70.5	No	Video Object Segmentation Without Temporal Infor...	2017-09-18	-
10	FEELVOS	68.5	No	FEELVOS: Fast End-to-End Embedding Learning for ...	2019-02-25	Code
11	RANet	67.7	No	RANet: Ranking Attention Network for Fast Video ...	2019-08-19	Code
12	UnOVSOT	66.6	No	UnOVOST: Unsupervised Offline Video Object Segme...	2020-01-15	Code
13	CapsuleVOS	64.6	No	CapsuleVOS: Semi-Supervised Video Object Segment...	2019-09-30	Code
14	Siam R-CNN	62.3	No	Siam R-CNN: Visual Tracking by Re-Detection	2019-11-28	Code
15	RGMP	61.9	No	-	-	Code
16	RVOS	61.7	No	RVOS: End-to-End Recurrent Network for Video Obj...	2019-03-13	Code
17	AGAME	61.1	No	A Generative Appearance Model for End-to-end Vid...	2018-11-28	Code
18	OnAVOS	60.3	No	Online Adaptation of Convolutional Neural Networ...	2017-06-28	-
19	OSVOS	59.7	No	One-Shot Video Object Segmentation	2016-11-16	Code
20	AGS	51.5	No	-	-	Code
21	FAVOS	51.1	No	Fast and Accurate Online Video Object Segmentati...	2018-06-06	Code
22	OSMN	47.4	No	Efficient Video Object Segmentation via Network ...	2018-02-04	Code
23	MuG-W	46.6	No	Learning Video Object Segmentation from Unlabele...	2020-03-10	Code
24	SiamMask	45.3	No	Fast Online Object Tracking and Segmentation: A ...	2018-12-12	Code
25	PDB	44.6	No	-	-	-
26	RVOS	24.8	No	RVOS: End-to-End Recurrent Network for Video Obj...	2019-03-13	Code

#1STCNSOTA
89.7
F-measure (Recall)· Extra Data· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#2MiVOSSOTA
87.6
F-measure (Recall)· Extra Data· 2021-03-14
Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusion Code
#3PReMVOSSOTA
84.3
F-measure (Recall)· 2018-07-24
PReMVOS: Proposal-generation, Refinement and Merging for Video Object Segmentation Code
#4STM
83
F-measure (Recall)· Extra Data· 2019-04-01
Video Object Segmentation using Space-Time Memory Networks Code
#5MHP-VOS
82.3
F-measure (Recall)· 2019-04-17
MHP-VOS: Multiple Hypotheses Propagation for Video Object Segmentation Code
#6LSMVOS
81.4
F-measure (Recall)· 2020-09-02
LSMVOS: Long-Short-Term Similarity Matching for Video Object Code
#7LucidSOTA
80.1
F-measure (Recall)· 2017-03-28
Lucid Data Dreaming for Video Object Segmentation Code
#8CINM
79.6
F-measure (Recall)· 2018-03-26
CNN in MRF: Video Object Segmentation via Inference in A CNN-Based Higher-Order Spatio-Temporal MRF
#9OSVOS-S
70.5
F-measure (Recall)· 2017-09-18
Video Object Segmentation Without Temporal Information
#10FEELVOS
68.5
F-measure (Recall)· 2019-02-25
FEELVOS: Fast End-to-End Embedding Learning for Video Object Segmentation Code
#11RANet
67.7
F-measure (Recall)· 2019-08-19
RANet: Ranking Attention Network for Fast Video Object Segmentation Code
#12UnOVSOT
66.6
F-measure (Recall)· 2020-01-15
UnOVOST: Unsupervised Offline Video Object Segmentation and Tracking Code
#13CapsuleVOS
64.6
F-measure (Recall)· 2019-09-30
CapsuleVOS: Semi-Supervised Video Object Segmentation Using Capsule Routing Code
#14Siam R-CNN
62.3
F-measure (Recall)· 2019-11-28
Siam R-CNN: Visual Tracking by Re-Detection Code
#15RGMP
61.9
F-measure (Recall)
No paperCode
#16RVOS
61.7
F-measure (Recall)· 2019-03-13
RVOS: End-to-End Recurrent Network for Video Object Segmentation Code
#17AGAME
61.1
F-measure (Recall)· 2018-11-28
A Generative Appearance Model for End-to-end Video Object Segmentation Code
#18OnAVOS
60.3
F-measure (Recall)· 2017-06-28
Online Adaptation of Convolutional Neural Networks for Video Object Segmentation
#19OSVOSSOTA
59.7
F-measure (Recall)· 2016-11-16
One-Shot Video Object Segmentation Code
#20AGS
51.5
F-measure (Recall)
No paperCode
#21FAVOS
51.1
F-measure (Recall)· 2018-06-06
Fast and Accurate Online Video Object Segmentation via Tracking Parts Code
#22OSMN
47.4
F-measure (Recall)· 2018-02-04
Efficient Video Object Segmentation via Network Modulation Code
#23MuG-W
46.6
F-measure (Recall)· 2020-03-10
Learning Video Object Segmentation from Unlabeled Videos Code
#24SiamMask
45.3
F-measure (Recall)· 2018-12-12
Fast Online Object Tracking and Segmentation: A Unifying Approach Code
#25PDB
44.6
F-measure (Recall)
No paper
#26RVOS
24.8
F-measure (Recall)· 2019-03-13
RVOS: End-to-End Recurrent Network for Video Object Segmentation Code