Semi-Supervised Video Object Segmentation on DAVIS 2016

Metric: Jaccard (Recall) (higher is better)

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#	Model↕	Jaccard (Recall)▼	Extra Data	Paper	Date↕	Code
1	STCN	98.1	Yes	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
2	MiVOS	97.5	Yes	Modular Interactive Video Object Segmentation: I...	2021-03-14	Code
3	STM	97.4	Yes	Video Object Segmentation using Space-Time Memor...	2019-04-01	Code
4	MHP-VOS	97.3	No	MHP-VOS: Multiple Hypotheses Propagation for Vid...	2019-04-17	Code
5	RANet	97.2	No	RANet: Ranking Attention Network for Fast Video ...	2019-08-19	Code
6	LSMVOS	97.1	No	LSMVOS: Long-Short-Term Similarity Matching for ...	2020-09-02	Code
7	SSM-VOS	97.1	No	-	-	Code
8	RANet+ (online learning)	97	No	RANet: Ranking Attention Network for Fast Video ...	2019-08-19	Code
9	OSVOS-S	96.8	No	Video Object Segmentation Without Temporal Infor...	2017-09-18	-
10	FAVOS	96.5	No	Fast and Accurate Online Video Object Segmentati...	2018-06-06	Code
11	PReMVOS	96.1	No	PReMVOS: Proposal-generation, Refinement and Mer...	2018-07-24	Code
12	OnAVOS	96.1	No	Online Adaptation of Convolutional Neural Networ...	2017-06-28	-
13	VOSwL	95.7	No	Video Object Segmentation with Language Referrin...	2018-03-21	-
14	Lucid	95	No	Lucid Data Dreaming for Video Object Segmentation	2017-03-28	Code
15	CINM	94.9	No	CNN in MRF: Video Object Segmentation via Infere...	2018-03-26	-
16	CRVOS	93.9	No	CRVOS: Clue Refining Network for Video Object Se...	2020-02-10	Code
17	AGAME	93.6	No	A Generative Appearance Model for End-to-end Vid...	2018-11-28	Code
18	OSVOS	93.6	No	One-Shot Video Object Segmentation	2016-11-16	Code
19	MSK	93.1	No	Learning Video Object Segmentation from Static I...	2016-12-08	Code
20	RGMP	91.7	No	-	-	Code
21	Hou et al.	91.1	No	An Efficient 3D CNN for Action/Object Segmentati...	2019-07-21	-
22	SFL	90.6	No	SegFlow: Joint Learning for Video Object Segment...	2017-09-20	Code
23	FEELVOS	90.5	No	FEELVOS: Fast End-to-End Embedding Learning for ...	2019-02-25	Code
24	PML	89.6	No	Blazingly Fast Video Object Segmentation with Pi...	2018-04-09	-
25	OSMN	87.6	No	Efficient Video Object Segmentation via Network ...	2018-02-04	Code
26	CTN	87.4	No	-	-	-
27	SiamMask	86.8	No	Fast Online Object Tracking and Segmentation: A ...	2018-12-12	Code
28	Siam R-CNN	86.4	No	Siam R-CNN: Visual Tracking by Re-Detection	2019-11-28	Code
29	PLM	86.3	No	Pixel-Level Matching for Video Object Segmentati...	2017-08-17	-
30	VPN	82.3	No	Video Propagation Networks	2016-12-16	-
31	MuG-W	77.7	No	Learning Video Object Segmentation from Unlabele...	2020-03-10	Code
32	OFL	75.6	Yes	-	-	-
33	FCP	71.5	No	-	-	-
34	BVS	66.9	No	-	-	-

#1STCNSOTA
98.1
Jaccard (Recall)· Extra Data· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#2MiVOSSOTA
97.5
Jaccard (Recall)· Extra Data· 2021-03-14
Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusion Code
#3STMSOTA
97.4
Jaccard (Recall)· Extra Data· 2019-04-01
Video Object Segmentation using Space-Time Memory Networks Code
#4MHP-VOS
97.3
Jaccard (Recall)· 2019-04-17
MHP-VOS: Multiple Hypotheses Propagation for Video Object Segmentation Code
#5RANet
97.2
Jaccard (Recall)· 2019-08-19
RANet: Ranking Attention Network for Fast Video Object Segmentation Code
#6LSMVOS
97.1
Jaccard (Recall)· 2020-09-02
LSMVOS: Long-Short-Term Similarity Matching for Video Object Code
#7SSM-VOS
97.1
Jaccard (Recall)
No paperCode
#8RANet+ (online learning)
97
Jaccard (Recall)· 2019-08-19
RANet: Ranking Attention Network for Fast Video Object Segmentation Code
#9OSVOS-SSOTA
96.8
Jaccard (Recall)· 2017-09-18
Video Object Segmentation Without Temporal Information
#10FAVOS
96.5
Jaccard (Recall)· 2018-06-06
Fast and Accurate Online Video Object Segmentation via Tracking Parts Code
#11PReMVOS
96.1
Jaccard (Recall)· 2018-07-24
PReMVOS: Proposal-generation, Refinement and Merging for Video Object Segmentation Code
#12OnAVOSSOTA
96.1
Jaccard (Recall)· 2017-06-28
Online Adaptation of Convolutional Neural Networks for Video Object Segmentation
#13VOSwL
95.7
Jaccard (Recall)· 2018-03-21
Video Object Segmentation with Language Referring Expressions
#14LucidSOTA
95
Jaccard (Recall)· 2017-03-28
Lucid Data Dreaming for Video Object Segmentation Code
#15CINM
94.9
Jaccard (Recall)· 2018-03-26
CNN in MRF: Video Object Segmentation via Inference in A CNN-Based Higher-Order Spatio-Temporal MRF
#16CRVOS
93.9
Jaccard (Recall)· 2020-02-10
CRVOS: Clue Refining Network for Video Object Segmentation Code
#17AGAME
93.6
Jaccard (Recall)· 2018-11-28
A Generative Appearance Model for End-to-end Video Object Segmentation Code
#18OSVOSSOTA
93.6
Jaccard (Recall)· 2016-11-16
One-Shot Video Object Segmentation Code
#19MSK
93.1
Jaccard (Recall)· 2016-12-08
Learning Video Object Segmentation from Static Images Code
#20RGMP
91.7
Jaccard (Recall)
No paperCode
#21Hou et al.
91.1
Jaccard (Recall)· 2019-07-21
An Efficient 3D CNN for Action/Object Segmentation in Video
#22SFL
90.6
Jaccard (Recall)· 2017-09-20
SegFlow: Joint Learning for Video Object Segmentation and Optical Flow Code
#23FEELVOS
90.5
Jaccard (Recall)· 2019-02-25
FEELVOS: Fast End-to-End Embedding Learning for Video Object Segmentation Code
#24PML
89.6
Jaccard (Recall)· 2018-04-09
Blazingly Fast Video Object Segmentation with Pixel-Wise Metric Learning
#25OSMN
87.6
Jaccard (Recall)· 2018-02-04
Efficient Video Object Segmentation via Network Modulation Code
#26CTN
87.4
Jaccard (Recall)
No paper
#27SiamMask
86.8
Jaccard (Recall)· 2018-12-12
Fast Online Object Tracking and Segmentation: A Unifying Approach Code
#28Siam R-CNN
86.4
Jaccard (Recall)· 2019-11-28
Siam R-CNN: Visual Tracking by Re-Detection Code
#29PLM
86.3
Jaccard (Recall)· 2017-08-17
Pixel-Level Matching for Video Object Segmentation using Convolutional Neural Networks
#30VPN
82.3
Jaccard (Recall)· 2016-12-16
Video Propagation Networks
#31MuG-W
77.7
Jaccard (Recall)· 2020-03-10
Learning Video Object Segmentation from Unlabeled Videos Code
#32OFL
75.6
Jaccard (Recall)· Extra Data
No paper
#33FCP
71.5
Jaccard (Recall)
No paper
#34BVS
66.9
Jaccard (Recall)
No paper