Semi-Supervised Video Object Segmentation on DAVIS 2016

Metric: Jaccard (Decay) (higher is better)

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#	Model↕	Jaccard (Decay)▼	Extra Data	Paper	Date↕	Code
1	BVS	28.9	No	-	-	-
2	OFL	26.4	Yes	-	-	-
3	MuG-W	26.4	No	Learning Video Object Segmentation from Unlabele...	2020-03-10	Code
4	CTN	15.6	No	-	-	-
5	OSVOS	14.9	No	One-Shot Video Object Segmentation	2016-11-16	Code
6	FEELVOS	13.7	No	FEELVOS: Fast End-to-End Embedding Learning for ...	2019-02-25	Code
7	VPN	12.4	No	Video Propagation Networks	2016-12-16	-
8	CINM	12.3	No	CNN in MRF: Video Object Segmentation via Infere...	2018-03-26	-
9	SFL	12.1	No	SegFlow: Joint Learning for Video Object Segment...	2017-09-20	Code
10	PLM	11.2	No	Pixel-Level Matching for Video Object Segmentati...	2017-08-17	-
11	RGMP	10.9	No	-	-	Code
12	CRVOS	10	No	CRVOS: Clue Refining Network for Video Object Se...	2020-02-10	Code
13	AGAME	9.4	No	A Generative Appearance Model for End-to-end Vid...	2018-11-28	Code
14	Lucid	9.1	No	Lucid Data Dreaming for Video Object Segmentation	2017-03-28	Code
15	OSMN	9	No	Efficient Video Object Segmentation via Network ...	2018-02-04	Code
16	MSK	8.9	No	Learning Video Object Segmentation from Static I...	2016-12-08	Code
17	PReMVOS	8.8	No	PReMVOS: Proposal-generation, Refinement and Mer...	2018-07-24	Code
18	PML	8.5	No	Blazingly Fast Video Object Segmentation with Pi...	2018-04-09	-
19	RANet+ (online learning)	7.4	No	RANet: Ranking Attention Network for Fast Video ...	2019-08-19	Code
20	MHP-VOS	6.9	No	MHP-VOS: Multiple Hypotheses Propagation for Vid...	2019-04-17	Code
21	VOSwL	6.9	No	Video Object Segmentation with Language Referrin...	2018-03-21	-
22	MiVOS	6.6	Yes	Modular Interactive Video Object Segmentation: I...	2021-03-14	Code
23	RANet	6.2	No	RANet: Ranking Attention Network for Fast Video ...	2019-08-19	Code
24	OSVOS-S	5.5	No	Video Object Segmentation Without Temporal Infor...	2017-09-18	-
25	SSM-VOS	5.3	No	-	-	Code
26	OnAVOS	5.2	No	Online Adaptation of Convolutional Neural Networ...	2017-06-28	-
27	LSMVOS	5.1	No	LSMVOS: Long-Short-Term Similarity Matching for ...	2020-09-02	Code
28	STM	5	Yes	Video Object Segmentation using Space-Time Memor...	2019-04-01	Code
29	e-OSVOS	4.5	Yes	Make One-Shot Video Object Segmentation Efficien...	2020-12-03	Code
30	FAVOS	4.5	No	Fast and Accurate Online Video Object Segmentati...	2018-06-06	Code
31	STCN	4.1	Yes	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
32	SiamMask	3	No	Fast Online Object Tracking and Segmentation: A ...	2018-12-12	Code
33	Hou et al.	2.3	No	An Efficient 3D CNN for Action/Object Segmentati...	2019-07-21	-
34	Siam R-CNN	2.2	No	Siam R-CNN: Visual Tracking by Re-Detection	2019-11-28	Code
35	FCP	-2	No	-	-	-

#1BVS
28.9
Jaccard (Decay)
No paper
#2OFL
26.4
Jaccard (Decay)· Extra Data
No paper
#3MuG-WSOTA
26.4
Jaccard (Decay)· 2020-03-10
Learning Video Object Segmentation from Unlabeled Videos Code
#4CTN
15.6
Jaccard (Decay)
No paper
#5OSVOSSOTA
14.9
Jaccard (Decay)· 2016-11-16
One-Shot Video Object Segmentation Code
#6FEELVOS
13.7
Jaccard (Decay)· 2019-02-25
FEELVOS: Fast End-to-End Embedding Learning for Video Object Segmentation Code
#7VPN
12.4
Jaccard (Decay)· 2016-12-16
Video Propagation Networks
#8CINM
12.3
Jaccard (Decay)· 2018-03-26
CNN in MRF: Video Object Segmentation via Inference in A CNN-Based Higher-Order Spatio-Temporal MRF
#9SFL
12.1
Jaccard (Decay)· 2017-09-20
SegFlow: Joint Learning for Video Object Segmentation and Optical Flow Code
#10PLM
11.2
Jaccard (Decay)· 2017-08-17
Pixel-Level Matching for Video Object Segmentation using Convolutional Neural Networks
#11RGMP
10.9
Jaccard (Decay)
No paperCode
#12CRVOS
10
Jaccard (Decay)· 2020-02-10
CRVOS: Clue Refining Network for Video Object Segmentation Code
#13AGAME
9.4
Jaccard (Decay)· 2018-11-28
A Generative Appearance Model for End-to-end Video Object Segmentation Code
#14Lucid
9.1
Jaccard (Decay)· 2017-03-28
Lucid Data Dreaming for Video Object Segmentation Code
#15OSMN
9
Jaccard (Decay)· 2018-02-04
Efficient Video Object Segmentation via Network Modulation Code
#16MSK
8.9
Jaccard (Decay)· 2016-12-08
Learning Video Object Segmentation from Static Images Code
#17PReMVOS
8.8
Jaccard (Decay)· 2018-07-24
PReMVOS: Proposal-generation, Refinement and Merging for Video Object Segmentation Code
#18PML
8.5
Jaccard (Decay)· 2018-04-09
Blazingly Fast Video Object Segmentation with Pixel-Wise Metric Learning
#19RANet+ (online learning)
7.4
Jaccard (Decay)· 2019-08-19
RANet: Ranking Attention Network for Fast Video Object Segmentation Code
#20MHP-VOS
6.9
Jaccard (Decay)· 2019-04-17
MHP-VOS: Multiple Hypotheses Propagation for Video Object Segmentation Code
#21VOSwL
6.9
Jaccard (Decay)· 2018-03-21
Video Object Segmentation with Language Referring Expressions
#22MiVOS
6.6
Jaccard (Decay)· Extra Data· 2021-03-14
Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusion Code
#23RANet
6.2
Jaccard (Decay)· 2019-08-19
RANet: Ranking Attention Network for Fast Video Object Segmentation Code
#24OSVOS-S
5.5
Jaccard (Decay)· 2017-09-18
Video Object Segmentation Without Temporal Information
#25SSM-VOS
5.3
Jaccard (Decay)
No paperCode
#26OnAVOS
5.2
Jaccard (Decay)· 2017-06-28
Online Adaptation of Convolutional Neural Networks for Video Object Segmentation
#27LSMVOS
5.1
Jaccard (Decay)· 2020-09-02
LSMVOS: Long-Short-Term Similarity Matching for Video Object Code
#28STM
5
Jaccard (Decay)· Extra Data· 2019-04-01
Video Object Segmentation using Space-Time Memory Networks Code
#29e-OSVOS
4.5
Jaccard (Decay)· Extra Data· 2020-12-03
Make One-Shot Video Object Segmentation Efficient Again Code
#30FAVOS
4.5
Jaccard (Decay)· 2018-06-06
Fast and Accurate Online Video Object Segmentation via Tracking Parts Code
#31STCN
4.1
Jaccard (Decay)· Extra Data· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#32SiamMask
3
Jaccard (Decay)· 2018-12-12
Fast Online Object Tracking and Segmentation: A Unifying Approach Code
#33Hou et al.
2.3
Jaccard (Decay)· 2019-07-21
An Efficient 3D CNN for Action/Object Segmentation in Video
#34Siam R-CNN
2.2
Jaccard (Decay)· 2019-11-28
Siam R-CNN: Visual Tracking by Re-Detection Code
#35FCP
-2
Jaccard (Decay)
No paper