Semi-Supervised Video Object Segmentation on DAVIS 2017 (test-dev)

Metric: Jaccard (Recall) (higher is better)

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#	Model↕	Jaccard (Recall)▼	Extra Data	Paper	Date↕	Code
1	STCN	85.5	Yes	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
2	MiVOS	81.2	Yes	Modular Interactive Video Object Segmentation: I...	2021-03-14	Code
3	STM	78	Yes	Video Object Segmentation using Space-Time Memor...	2019-04-01	Code
4	PReMVOS	76.8	No	PReMVOS: Proposal-generation, Refinement and Mer...	2018-07-24	Code
5	MHP-VOS	76	No	MHP-VOS: Multiple Hypotheses Propagation for Vid...	2019-04-17	Code
6	Lucid	74	No	Lucid Data Dreaming for Video Object Segmentation	2017-03-28	Code
7	CINM	73.8	No	CNN in MRF: Video Object Segmentation via Infere...	2018-03-26	-
8	LSMVOS	72.7	No	LSMVOS: Long-Short-Term Similarity Matching for ...	2020-09-02	Code
9	FEELVOS	62.6	No	FEELVOS: Fast End-to-End Embedding Learning for ...	2019-02-25	Code
10	RANet	61.9	No	RANet: Ranking Attention Network for Fast Video ...	2019-08-19	Code
11	OSVOS-S	60.2	No	Video Object Segmentation Without Temporal Infor...	2017-09-18	-
12	RGMP	59	No	-	-	Code
13	RVOS	54.4	No	RVOS: End-to-End Recurrent Network for Video Obj...	2019-03-13	Code
14	OnAVOS	54.3	No	Online Adaptation of Convolutional Neural Networ...	2017-06-28	-
15	CapsuleVOS	54.1	No	CapsuleVOS: Semi-Supervised Video Object Segment...	2019-09-30	Code
16	Siam R-CNN	53.9	No	Siam R-CNN: Visual Tracking by Re-Detection	2019-11-28	Code
17	AGAME	53.2	No	A Generative Appearance Model for End-to-end Vid...	2018-11-28	Code
18	OSVOS	52.1	No	One-Shot Video Object Segmentation	2016-11-16	Code
19	FAVOS	48.1	No	Fast and Accurate Online Video Object Segmentati...	2018-06-06	Code
20	SiamMask	44.5	No	Fast Online Object Tracking and Segmentation: A ...	2018-12-12	Code
21	OSMN	38.9	No	Efficient Video Object Segmentation via Network ...	2018-02-04	Code

#1STCNSOTA
85.5
Jaccard (Recall)· Extra Data· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#2MiVOSSOTA
81.2
Jaccard (Recall)· Extra Data· 2021-03-14
Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusion Code
#3STMSOTA
78
Jaccard (Recall)· Extra Data· 2019-04-01
Video Object Segmentation using Space-Time Memory Networks Code
#4PReMVOSSOTA
76.8
Jaccard (Recall)· 2018-07-24
PReMVOS: Proposal-generation, Refinement and Merging for Video Object Segmentation Code
#5MHP-VOS
76
Jaccard (Recall)· 2019-04-17
MHP-VOS: Multiple Hypotheses Propagation for Video Object Segmentation Code
#6LucidSOTA
74
Jaccard (Recall)· 2017-03-28
Lucid Data Dreaming for Video Object Segmentation Code
#7CINM
73.8
Jaccard (Recall)· 2018-03-26
CNN in MRF: Video Object Segmentation via Inference in A CNN-Based Higher-Order Spatio-Temporal MRF
#8LSMVOS
72.7
Jaccard (Recall)· 2020-09-02
LSMVOS: Long-Short-Term Similarity Matching for Video Object Code
#9FEELVOS
62.6
Jaccard (Recall)· 2019-02-25
FEELVOS: Fast End-to-End Embedding Learning for Video Object Segmentation Code
#10RANet
61.9
Jaccard (Recall)· 2019-08-19
RANet: Ranking Attention Network for Fast Video Object Segmentation Code
#11OSVOS-S
60.2
Jaccard (Recall)· 2017-09-18
Video Object Segmentation Without Temporal Information
#12RGMP
59
Jaccard (Recall)
No paperCode
#13RVOS
54.4
Jaccard (Recall)· 2019-03-13
RVOS: End-to-End Recurrent Network for Video Object Segmentation Code
#14OnAVOS
54.3
Jaccard (Recall)· 2017-06-28
Online Adaptation of Convolutional Neural Networks for Video Object Segmentation
#15CapsuleVOS
54.1
Jaccard (Recall)· 2019-09-30
CapsuleVOS: Semi-Supervised Video Object Segmentation Using Capsule Routing Code
#16Siam R-CNN
53.9
Jaccard (Recall)· 2019-11-28
Siam R-CNN: Visual Tracking by Re-Detection Code
#17AGAME
53.2
Jaccard (Recall)· 2018-11-28
A Generative Appearance Model for End-to-end Video Object Segmentation Code
#18OSVOSSOTA
52.1
Jaccard (Recall)· 2016-11-16
One-Shot Video Object Segmentation Code
#19FAVOS
48.1
Jaccard (Recall)· 2018-06-06
Fast and Accurate Online Video Object Segmentation via Tracking Parts Code
#20SiamMask
44.5
Jaccard (Recall)· 2018-12-12
Fast Online Object Tracking and Segmentation: A Unifying Approach Code
#21OSMN
38.9
Jaccard (Recall)· 2018-02-04
Efficient Video Object Segmentation via Network Modulation Code