Semi-Supervised Video Object Segmentation on DAVIS 2016

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

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#	Model↕	F-measure (Recall)▼	Extra Data	Paper	Date↕	Code
1	STCN	97.1	Yes	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
2	MiVOS	96.4	Yes	Modular Interactive Video Object Segmentation: I...	2021-03-14	Code
3	RANet+ (online learning)	96.1	No	RANet: Ranking Attention Network for Fast Video ...	2019-08-19	Code
4	LSMVOS	96.1	No	LSMVOS: Long-Short-Term Similarity Matching for ...	2020-09-02	Code
5	OSVOS-S	95.9	No	Video Object Segmentation Without Temporal Infor...	2017-09-18	-
6	MHP-VOS	95.5	No	MHP-VOS: Multiple Hypotheses Propagation for Vid...	2019-04-17	Code
7	STM	95.2	Yes	Video Object Segmentation using Space-Time Memor...	2019-04-01	Code
8	RANet	94.9	No	RANet: Ranking Attention Network for Fast Video ...	2019-08-19	Code
9	PReMVOS	94.7	No	PReMVOS: Proposal-generation, Refinement and Mer...	2018-07-24	Code
10	VOSwL	93.9	No	Video Object Segmentation with Language Referrin...	2018-03-21	-
11	PML	93.4	No	Blazingly Fast Video Object Segmentation with Pi...	2018-04-09	-
12	OSVOS	92.6	No	One-Shot Video Object Segmentation	2016-11-16	Code
13	SSM-VOS	92.3	No	-	-	Code
14	CINM	92.1	No	CNN in MRF: Video Object Segmentation via Infere...	2018-03-26	-
15	RGMP	90.8	No	-	-	Code
16	AGAME	90.3	No	A Generative Appearance Model for End-to-end Vid...	2018-11-28	Code
17	CRVOS	90.3	No	CRVOS: Clue Refining Network for Video Object Se...	2020-02-10	Code
18	OnAVOS	89.7	No	Online Adaptation of Convolutional Neural Networ...	2017-06-28	-
19	FAVOS	89.4	No	Fast and Accurate Online Video Object Segmentati...	2018-06-06	Code
20	Lucid	88.1	No	Lucid Data Dreaming for Video Object Segmentation	2017-03-28	Code
21	Siam R-CNN	87.6	No	Siam R-CNN: Visual Tracking by Re-Detection	2019-11-28	Code
22	MSK	87.1	No	Learning Video Object Segmentation from Static I...	2016-12-08	Code
23	FEELVOS	86.6	No	FEELVOS: Fast End-to-End Embedding Learning for ...	2019-02-25	Code
24	SFL	85.5	No	SegFlow: Joint Learning for Video Object Segment...	2017-09-20	Code
25	Hou et al.	84.7	No	An Efficient 3D CNN for Action/Object Segmentati...	2019-07-21	-
26	OSMN	84	No	Efficient Video Object Segmentation via Network ...	2018-02-04	Code
27	SiamMask	79.8	No	Fast Online Object Tracking and Segmentation: A ...	2018-12-12	Code
28	CTN	79.6	No	-	-	-
29	PLM	73.2	No	Pixel-Level Matching for Video Object Segmentati...	2017-08-17	-
30	OFL	70.4	Yes	-	-	-
31	VPN	69	No	Video Propagation Networks	2016-12-16	-
32	BVS	67.9	No	-	-	-
33	MuG-W	67.7	No	Learning Video Object Segmentation from Unlabele...	2020-03-10	Code
34	FCP	49.5	No	-	-	-

#1STCNSOTA
97.1
F-measure (Recall)· Extra Data· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#2MiVOSSOTA
96.4
F-measure (Recall)· Extra Data· 2021-03-14
Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusion Code
#3RANet+ (online learning)SOTA
96.1
F-measure (Recall)· 2019-08-19
RANet: Ranking Attention Network for Fast Video Object Segmentation Code
#4LSMVOS
96.1
F-measure (Recall)· 2020-09-02
LSMVOS: Long-Short-Term Similarity Matching for Video Object Code
#5OSVOS-SSOTA
95.9
F-measure (Recall)· 2017-09-18
Video Object Segmentation Without Temporal Information
#6MHP-VOS
95.5
F-measure (Recall)· 2019-04-17
MHP-VOS: Multiple Hypotheses Propagation for Video Object Segmentation Code
#7STM
95.2
F-measure (Recall)· Extra Data· 2019-04-01
Video Object Segmentation using Space-Time Memory Networks Code
#8RANet
94.9
F-measure (Recall)· 2019-08-19
RANet: Ranking Attention Network for Fast Video Object Segmentation Code
#9PReMVOS
94.7
F-measure (Recall)· 2018-07-24
PReMVOS: Proposal-generation, Refinement and Merging for Video Object Segmentation Code
#10VOSwL
93.9
F-measure (Recall)· 2018-03-21
Video Object Segmentation with Language Referring Expressions
#11PML
93.4
F-measure (Recall)· 2018-04-09
Blazingly Fast Video Object Segmentation with Pixel-Wise Metric Learning
#12OSVOSSOTA
92.6
F-measure (Recall)· 2016-11-16
One-Shot Video Object Segmentation Code
#13SSM-VOS
92.3
F-measure (Recall)
No paperCode
#14CINM
92.1
F-measure (Recall)· 2018-03-26
CNN in MRF: Video Object Segmentation via Inference in A CNN-Based Higher-Order Spatio-Temporal MRF
#15RGMP
90.8
F-measure (Recall)
No paperCode
#16AGAME
90.3
F-measure (Recall)· 2018-11-28
A Generative Appearance Model for End-to-end Video Object Segmentation Code
#17CRVOS
90.3
F-measure (Recall)· 2020-02-10
CRVOS: Clue Refining Network for Video Object Segmentation Code
#18OnAVOS
89.7
F-measure (Recall)· 2017-06-28
Online Adaptation of Convolutional Neural Networks for Video Object Segmentation
#19FAVOS
89.4
F-measure (Recall)· 2018-06-06
Fast and Accurate Online Video Object Segmentation via Tracking Parts Code
#20Lucid
88.1
F-measure (Recall)· 2017-03-28
Lucid Data Dreaming for Video Object Segmentation Code
#21Siam R-CNN
87.6
F-measure (Recall)· 2019-11-28
Siam R-CNN: Visual Tracking by Re-Detection Code
#22MSK
87.1
F-measure (Recall)· 2016-12-08
Learning Video Object Segmentation from Static Images Code
#23FEELVOS
86.6
F-measure (Recall)· 2019-02-25
FEELVOS: Fast End-to-End Embedding Learning for Video Object Segmentation Code
#24SFL
85.5
F-measure (Recall)· 2017-09-20
SegFlow: Joint Learning for Video Object Segmentation and Optical Flow Code
#25Hou et al.
84.7
F-measure (Recall)· 2019-07-21
An Efficient 3D CNN for Action/Object Segmentation in Video
#26OSMN
84
F-measure (Recall)· 2018-02-04
Efficient Video Object Segmentation via Network Modulation Code
#27SiamMask
79.8
F-measure (Recall)· 2018-12-12
Fast Online Object Tracking and Segmentation: A Unifying Approach Code
#28CTN
79.6
F-measure (Recall)
No paper
#29PLM
73.2
F-measure (Recall)· 2017-08-17
Pixel-Level Matching for Video Object Segmentation using Convolutional Neural Networks
#30OFL
70.4
F-measure (Recall)· Extra Data
No paper
#31VPN
69
F-measure (Recall)· 2016-12-16
Video Propagation Networks
#32BVS
67.9
F-measure (Recall)
No paper
#33MuG-W
67.7
F-measure (Recall)· 2020-03-10
Learning Video Object Segmentation from Unlabeled Videos Code
#34FCP
49.5
F-measure (Recall)
No paper