Video Object Segmentation on DAVIS 2017 (val)

Metric: Jaccard (Decay) (higher is better)

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#	Model↕	Jaccard (Decay)▼	Extra Data	Paper	Date↕	Code
1	MuG-W	32.5	No	Learning Video Object Segmentation from Unlabele...	2020-03-10	Code
2	OnAVOS	27.9	No	Online Adaptation of Convolutional Neural Networ...	2017-06-28	-
3	OSVOS	26.1	No	One-Shot Video Object Segmentation	2016-11-16	Code
4	RVOS	24.9	No	RVOS: End-to-End Recurrent Network for Video Obj...	2019-03-13	Code
5	CINM	24.6	No	CNN in MRF: Video Object Segmentation via Infere...	2018-03-26	-
6	VOSwL	22.4	No	Video Object Segmentation with Language Referrin...	2018-03-21	-
7	OSMN	21.5	No	Efficient Video Object Segmentation via Network ...	2018-02-04	Code
8	SiamMask	19.3	No	Fast Online Object Tracking and Segmentation: A ...	2018-12-12	Code
9	RGMP	18.9	No	-	-	Code
10	RANet	18.6	No	RANet: Ranking Attention Network for Fast Video ...	2019-08-19	Code
11	MHP-VOS	17.8	No	MHP-VOS: Multiple Hypotheses Propagation for Vid...	2019-04-17	Code
12	PReMVOS	16.2	No	PReMVOS: Proposal-generation, Refinement and Mer...	2018-07-24	Code
13	Siam R-CNN	15.8	No	Siam R-CNN: Visual Tracking by Re-Detection	2019-11-28	Code
14	OSVOS-S	15.1	No	Video Object Segmentation Without Temporal Infor...	2017-09-18	-
15	FAVOS	14.1	No	Fast and Accurate Online Video Object Segmentati...	2018-06-06	Code
16	AGAME	14	No	A Generative Appearance Model for End-to-end Vid...	2018-11-28	Code
17	AFB-URR	13.8	No	Video Object Segmentation with Adaptive Feature ...	2020-10-15	Code
18	e-OSVOS	13	Yes	Make One-Shot Video Object Segmentation Efficien...	2020-12-03	Code
19	LSMVOS	12.9	No	LSMVOS: Long-Short-Term Similarity Matching for ...	2020-09-02	Code
20	SSM-VOS	11.7	No	-	-	Code
21	STM	8	Yes	Video Object Segmentation using Space-Time Memor...	2019-04-01	Code
22	MiVOS	7	Yes	Modular Interactive Video Object Segmentation: I...	2021-03-14	Code
23	STCN	6.2	Yes	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code

#1MuG-WSOTA
32.5
Jaccard (Decay)· 2020-03-10
Learning Video Object Segmentation from Unlabeled Videos Code
#2OnAVOSSOTA
27.9
Jaccard (Decay)· 2017-06-28
Online Adaptation of Convolutional Neural Networks for Video Object Segmentation
#3OSVOSSOTA
26.1
Jaccard (Decay)· 2016-11-16
One-Shot Video Object Segmentation Code
#4RVOS
24.9
Jaccard (Decay)· 2019-03-13
RVOS: End-to-End Recurrent Network for Video Object Segmentation Code
#5CINM
24.6
Jaccard (Decay)· 2018-03-26
CNN in MRF: Video Object Segmentation via Inference in A CNN-Based Higher-Order Spatio-Temporal MRF
#6VOSwL
22.4
Jaccard (Decay)· 2018-03-21
Video Object Segmentation with Language Referring Expressions
#7OSMN
21.5
Jaccard (Decay)· 2018-02-04
Efficient Video Object Segmentation via Network Modulation Code
#8SiamMask
19.3
Jaccard (Decay)· 2018-12-12
Fast Online Object Tracking and Segmentation: A Unifying Approach Code
#9RGMP
18.9
Jaccard (Decay)
No paperCode
#10RANet
18.6
Jaccard (Decay)· 2019-08-19
RANet: Ranking Attention Network for Fast Video Object Segmentation Code
#11MHP-VOS
17.8
Jaccard (Decay)· 2019-04-17
MHP-VOS: Multiple Hypotheses Propagation for Video Object Segmentation Code
#12PReMVOS
16.2
Jaccard (Decay)· 2018-07-24
PReMVOS: Proposal-generation, Refinement and Merging for Video Object Segmentation Code
#13Siam R-CNN
15.8
Jaccard (Decay)· 2019-11-28
Siam R-CNN: Visual Tracking by Re-Detection Code
#14OSVOS-S
15.1
Jaccard (Decay)· 2017-09-18
Video Object Segmentation Without Temporal Information
#15FAVOS
14.1
Jaccard (Decay)· 2018-06-06
Fast and Accurate Online Video Object Segmentation via Tracking Parts Code
#16AGAME
14
Jaccard (Decay)· 2018-11-28
A Generative Appearance Model for End-to-end Video Object Segmentation Code
#17AFB-URR
13.8
Jaccard (Decay)· 2020-10-15
Video Object Segmentation with Adaptive Feature Bank and Uncertain-Region Refinement Code
#18e-OSVOS
13
Jaccard (Decay)· Extra Data· 2020-12-03
Make One-Shot Video Object Segmentation Efficient Again Code
#19LSMVOS
12.9
Jaccard (Decay)· 2020-09-02
LSMVOS: Long-Short-Term Similarity Matching for Video Object Code
#20SSM-VOS
11.7
Jaccard (Decay)
No paperCode
#21STM
8
Jaccard (Decay)· Extra Data· 2019-04-01
Video Object Segmentation using Space-Time Memory Networks Code
#22MiVOS
7
Jaccard (Decay)· Extra Data· 2021-03-14
Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusion Code
#23STCN
6.2
Jaccard (Decay)· Extra Data· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code