Video on DAVIS 2017 (val)

Metric: Jaccard (Recall) (higher is better)

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#	Model↕	Jaccard (Recall)▼	Extra Data	Paper	Date↕	Code
1	ISVOS (MS)	91.4	Yes	Look Before You Match: Instance Understanding Ma...	2022-12-13	-
2	STCN	91.3	Yes	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
3	MiVOS	90.9	Yes	Modular Interactive Video Object Segmentation: I...	2021-03-14	Code
4	STM	88.7	Yes	Video Object Segmentation using Space-Time Memor...	2019-04-01	Code
5	AFB-URR	85.3	No	Video Object Segmentation with Adaptive Feature ...	2020-10-15	Code
6	LSMVOS	83.6	No	LSMVOS: Long-Short-Term Similarity Matching for ...	2020-09-02	Code
7	MHP-VOS	83.5	No	MHP-VOS: Multiple Hypotheses Propagation for Vid...	2019-04-17	Code
8	PReMVOS	83.1	No	PReMVOS: Proposal-generation, Refinement and Mer...	2018-07-24	Code
9	Araslanov et al.	80.9	No	Dense Unsupervised Learning for Video Segmentation	2021-11-11	Code
10	AGAME	78.4	No	A Generative Appearance Model for End-to-end Vid...	2018-11-28	Code
11	UnOVOST	76.4	No	UnOVOST: Unsupervised Offline Video Object Segme...	2020-01-15	Code
12	Siam R-CNN	74.8	No	Siam R-CNN: Visual Tracking by Re-Detection	2019-11-28	Code
13	CINM	74.5	No	CNN in MRF: Video Object Segmentation via Infere...	2018-03-26	-
14	OSVOS-S	74.2	No	Video Object Segmentation Without Temporal Infor...	2017-09-18	-
15	RGMP	74.1	No	-	-	Code
16	RANet	73.7	No	RANet: Ranking Attention Network for Fast Video ...	2019-08-19	Code
17	MAST	73.2	No	MAST: A Memory-Augmented Self-supervised Tracker	2020-02-18	Code
18	MAST	73.2	Yes	MAST: A Memory-Augmented Self-supervised Tracker	2020-02-18	Code
19	STEm-Seg	70.4	Yes	STEm-Seg: Spatio-temporal Embeddings for Instanc...	2020-03-18	Code
20	UVC	68.3	No	Joint-task Self-supervised Learning for Temporal...	2019-09-26	Code
21	OnAVOS	67.4	No	Online Adaptation of Convolutional Neural Networ...	2017-06-28	-
22	VOSwL	66.1	No	Video Object Segmentation with Language Referrin...	2018-03-21	-
23	RVOS	65.2	No	RVOS: End-to-End Recurrent Network for Video Obj...	2019-03-13	Code
24	MATNet	65.2	No	-	-	Code
25	OSVOS	63.8	No	One-Shot Video Object Segmentation	2016-11-16	Code
26	ALBA	63.4	No	ALBA : Reinforcement Learning for Video Object S...	2020-05-26	Code
27	SiamMask	62.8	No	Fast Online Object Tracking and Segmentation: A ...	2018-12-12	Code
28	AGS	61.6	Yes	-	-	Code
29	FAVOS	61.1	No	Fast and Accurate Online Video Object Segmentati...	2018-06-06	Code
30	OSMN	60.9	No	Efficient Video Object Segmentation via Network ...	2018-02-04	Code
31	MuG-W	60.5	No	Learning Video Object Segmentation from Unlabele...	2020-03-10	Code
32	PDB	58.9	No	-	-	-
33	CorrFlow	53.2	No	Self-supervised Learning for Video Correspondenc...	2019-05-02	Code
34	CycleTime	50	No	Learning Correspondence from the Cycle-Consisten...	2019-03-18	Code
35	RVOS	40.2	No	RVOS: End-to-End Recurrent Network for Video Obj...	2019-03-13	Code

#1ISVOS (MS)SOTA
91.4
Jaccard (Recall)· Extra Data· 2022-12-13
Look Before You Match: Instance Understanding Matters in Video Object Segmentation
#2STCNSOTA
91.3
Jaccard (Recall)· Extra Data· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#3MiVOSSOTA
90.9
Jaccard (Recall)· Extra Data· 2021-03-14
Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusion Code
#4STMSOTA
88.7
Jaccard (Recall)· Extra Data· 2019-04-01
Video Object Segmentation using Space-Time Memory Networks Code
#5AFB-URR
85.3
Jaccard (Recall)· 2020-10-15
Video Object Segmentation with Adaptive Feature Bank and Uncertain-Region Refinement Code
#6LSMVOS
83.6
Jaccard (Recall)· 2020-09-02
LSMVOS: Long-Short-Term Similarity Matching for Video Object Code
#7MHP-VOS
83.5
Jaccard (Recall)· 2019-04-17
MHP-VOS: Multiple Hypotheses Propagation for Video Object Segmentation Code
#8PReMVOSSOTA
83.1
Jaccard (Recall)· 2018-07-24
PReMVOS: Proposal-generation, Refinement and Merging for Video Object Segmentation Code
#9Araslanov et al.
80.9
Jaccard (Recall)· 2021-11-11
Dense Unsupervised Learning for Video Segmentation Code
#10AGAME
78.4
Jaccard (Recall)· 2018-11-28
A Generative Appearance Model for End-to-end Video Object Segmentation Code
#11UnOVOST
76.4
Jaccard (Recall)· 2020-01-15
UnOVOST: Unsupervised Offline Video Object Segmentation and Tracking Code
#12Siam R-CNN
74.8
Jaccard (Recall)· 2019-11-28
Siam R-CNN: Visual Tracking by Re-Detection Code
#13CINMSOTA
74.5
Jaccard (Recall)· 2018-03-26
CNN in MRF: Video Object Segmentation via Inference in A CNN-Based Higher-Order Spatio-Temporal MRF
#14OSVOS-SSOTA
74.2
Jaccard (Recall)· 2017-09-18
Video Object Segmentation Without Temporal Information
#15RGMP
74.1
Jaccard (Recall)
No paperCode
#16RANet
73.7
Jaccard (Recall)· 2019-08-19
RANet: Ranking Attention Network for Fast Video Object Segmentation Code
#17MAST
73.2
Jaccard (Recall)· 2020-02-18
MAST: A Memory-Augmented Self-supervised Tracker Code
#18MAST
73.2
Jaccard (Recall)· Extra Data· 2020-02-18
MAST: A Memory-Augmented Self-supervised Tracker Code
#19STEm-Seg
70.4
Jaccard (Recall)· Extra Data· 2020-03-18
STEm-Seg: Spatio-temporal Embeddings for Instance Segmentation in Videos Code
#20UVC
68.3
Jaccard (Recall)· 2019-09-26
Joint-task Self-supervised Learning for Temporal Correspondence Code
#21OnAVOSSOTA
67.4
Jaccard (Recall)· 2017-06-28
Online Adaptation of Convolutional Neural Networks for Video Object Segmentation
#22VOSwL
66.1
Jaccard (Recall)· 2018-03-21
Video Object Segmentation with Language Referring Expressions
#23RVOS
65.2
Jaccard (Recall)· 2019-03-13
RVOS: End-to-End Recurrent Network for Video Object Segmentation Code
#24MATNet
65.2
Jaccard (Recall)
No paperCode
#25OSVOSSOTA
63.8
Jaccard (Recall)· 2016-11-16
One-Shot Video Object Segmentation Code
#26ALBA
63.4
Jaccard (Recall)· 2020-05-26
ALBA : Reinforcement Learning for Video Object Segmentation Code
#27SiamMask
62.8
Jaccard (Recall)· 2018-12-12
Fast Online Object Tracking and Segmentation: A Unifying Approach Code
#28AGS
61.6
Jaccard (Recall)· Extra Data
No paperCode
#29FAVOS
61.1
Jaccard (Recall)· 2018-06-06
Fast and Accurate Online Video Object Segmentation via Tracking Parts Code
#30OSMN
60.9
Jaccard (Recall)· 2018-02-04
Efficient Video Object Segmentation via Network Modulation Code
#31MuG-W
60.5
Jaccard (Recall)· 2020-03-10
Learning Video Object Segmentation from Unlabeled Videos Code
#32PDB
58.9
Jaccard (Recall)
No paper
#33CorrFlow
53.2
Jaccard (Recall)· 2019-05-02
Self-supervised Learning for Video Correspondence Flow Code
#34CycleTime
50
Jaccard (Recall)· 2019-03-18
Learning Correspondence from the Cycle-Consistency of Time Code
#35RVOS
40.2
Jaccard (Recall)· 2019-03-13
RVOS: End-to-End Recurrent Network for Video Object Segmentation Code