Video on DAVIS 2017 (val)

Metric: F-measure (Recall) (higher is better)

LeaderboardDataset

Loading chart...

Results

Hide extra data

Sort:

#	Model↕	F-measure (Recall)▼	Extra Data	Paper	Date↕	Code
1	STCN	94.6	Yes	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
2	MiVOS	93.1	Yes	Modular Interactive Video Object Segmentation: I...	2021-03-14	Code
3	STM	91.8	Yes	Video Object Segmentation using Space-Time Memor...	2019-04-01	Code
4	LSMVOS	91.3	No	LSMVOS: Long-Short-Term Similarity Matching for ...	2020-09-02	Code
5	PReMVOS	88.9	No	PReMVOS: Proposal-generation, Refinement and Mer...	2018-07-24	Code
6	MHP-VOS	87.2	No	MHP-VOS: Multiple Hypotheses Propagation for Vid...	2019-04-17	Code
7	AFB-URR	87	No	Video Object Segmentation with Adaptive Feature ...	2020-10-15	Code
8	Araslanov et al.	84.8	No	Dense Unsupervised Learning for Video Segmentation	2021-11-11	Code
9	AGAME	83.4	No	A Generative Appearance Model for End-to-end Vid...	2018-11-28	Code
10	Siam R-CNN	82.8	No	Siam R-CNN: Visual Tracking by Re-Detection	2019-11-28	Code
11	CINM	81.6	No	CNN in MRF: Video Object Segmentation via Infere...	2018-03-26	-
12	OSVOS-S	80.7	No	Video Object Segmentation Without Temporal Infor...	2017-09-18	-
13	RANet	78.8	No	RANet: Ranking Attention Network for Fast Video ...	2019-08-19	Code
14	RGMP	77.7	No	-	-	Code
15	MAST	77.7	No	MAST: A Memory-Augmented Self-supervised Tracker	2020-02-18	Code
16	MAST	77.7	Yes	MAST: A Memory-Augmented Self-supervised Tracker	2020-02-18	Code
17	UnOVOST	76.9	No	UnOVOST: Unsupervised Offline Video Object Segme...	2020-01-15	Code
18	STEm-Seg	75.5	Yes	STEm-Seg: Spatio-temporal Embeddings for Instanc...	2020-03-18	Code
19	OnAVOS	75.4	No	Online Adaptation of Convolutional Neural Networ...	2017-06-28	-
20	OSVOS	73.8	No	One-Shot Video Object Segmentation	2016-11-16	Code
21	RVOS	73.2	No	RVOS: End-to-End Recurrent Network for Video Obj...	2019-03-13	Code
22	FAVOS	72.3	No	Fast and Accurate Online Video Object Segmentati...	2018-06-06	Code
23	VOSwL	70.4	No	Video Object Segmentation with Language Referrin...	2018-03-21	-
24	UVC	69.8	No	Joint-task Self-supervised Learning for Temporal...	2019-09-26	Code
25	MATNet	68.2	No	-	-	Code
26	SiamMask	67.5	No	Fast Online Object Tracking and Segmentation: A ...	2018-12-12	Code
27	OSMN	66.1	No	Efficient Video Object Segmentation via Network ...	2018-02-04	Code
28	ALBA	63.1	No	ALBA : Reinforcement Learning for Video Object S...	2020-05-26	Code
29	AGS	62.8	Yes	-	-	Code
30	MuG-W	62.2	No	Learning Video Object Segmentation from Unlabele...	2020-03-10	Code
31	PDB	60.2	No	-	-	-
32	CorrFlow	56	No	Self-supervised Learning for Video Correspondenc...	2019-05-02	Code
33	CycleTime	48	No	Learning Correspondence from the Cycle-Consisten...	2019-03-18	Code
34	RVOS	46.4	No	RVOS: End-to-End Recurrent Network for Video Obj...	2019-03-13	Code

#1STCNSOTA
94.6
F-measure (Recall)· Extra Data· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#2MiVOSSOTA
93.1
F-measure (Recall)· Extra Data· 2021-03-14
Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusion Code
#3STMSOTA
91.8
F-measure (Recall)· Extra Data· 2019-04-01
Video Object Segmentation using Space-Time Memory Networks Code
#4LSMVOS
91.3
F-measure (Recall)· 2020-09-02
LSMVOS: Long-Short-Term Similarity Matching for Video Object Code
#5PReMVOSSOTA
88.9
F-measure (Recall)· 2018-07-24
PReMVOS: Proposal-generation, Refinement and Merging for Video Object Segmentation Code
#6MHP-VOS
87.2
F-measure (Recall)· 2019-04-17
MHP-VOS: Multiple Hypotheses Propagation for Video Object Segmentation Code
#7AFB-URR
87
F-measure (Recall)· 2020-10-15
Video Object Segmentation with Adaptive Feature Bank and Uncertain-Region Refinement Code
#8Araslanov et al.
84.8
F-measure (Recall)· 2021-11-11
Dense Unsupervised Learning for Video Segmentation Code
#9AGAME
83.4
F-measure (Recall)· 2018-11-28
A Generative Appearance Model for End-to-end Video Object Segmentation Code
#10Siam R-CNN
82.8
F-measure (Recall)· 2019-11-28
Siam R-CNN: Visual Tracking by Re-Detection Code
#11CINMSOTA
81.6
F-measure (Recall)· 2018-03-26
CNN in MRF: Video Object Segmentation via Inference in A CNN-Based Higher-Order Spatio-Temporal MRF
#12OSVOS-SSOTA
80.7
F-measure (Recall)· 2017-09-18
Video Object Segmentation Without Temporal Information
#13RANet
78.8
F-measure (Recall)· 2019-08-19
RANet: Ranking Attention Network for Fast Video Object Segmentation Code
#14RGMP
77.7
F-measure (Recall)
No paperCode
#15MAST
77.7
F-measure (Recall)· 2020-02-18
MAST: A Memory-Augmented Self-supervised Tracker Code
#16MAST
77.7
F-measure (Recall)· Extra Data· 2020-02-18
MAST: A Memory-Augmented Self-supervised Tracker Code
#17UnOVOST
76.9
F-measure (Recall)· 2020-01-15
UnOVOST: Unsupervised Offline Video Object Segmentation and Tracking Code
#18STEm-Seg
75.5
F-measure (Recall)· Extra Data· 2020-03-18
STEm-Seg: Spatio-temporal Embeddings for Instance Segmentation in Videos Code
#19OnAVOSSOTA
75.4
F-measure (Recall)· 2017-06-28
Online Adaptation of Convolutional Neural Networks for Video Object Segmentation
#20OSVOSSOTA
73.8
F-measure (Recall)· 2016-11-16
One-Shot Video Object Segmentation Code
#21RVOS
73.2
F-measure (Recall)· 2019-03-13
RVOS: End-to-End Recurrent Network for Video Object Segmentation Code
#22FAVOS
72.3
F-measure (Recall)· 2018-06-06
Fast and Accurate Online Video Object Segmentation via Tracking Parts Code
#23VOSwL
70.4
F-measure (Recall)· 2018-03-21
Video Object Segmentation with Language Referring Expressions
#24UVC
69.8
F-measure (Recall)· 2019-09-26
Joint-task Self-supervised Learning for Temporal Correspondence Code
#25MATNet
68.2
F-measure (Recall)
No paperCode
#26SiamMask
67.5
F-measure (Recall)· 2018-12-12
Fast Online Object Tracking and Segmentation: A Unifying Approach Code
#27OSMN
66.1
F-measure (Recall)· 2018-02-04
Efficient Video Object Segmentation via Network Modulation Code
#28ALBA
63.1
F-measure (Recall)· 2020-05-26
ALBA : Reinforcement Learning for Video Object Segmentation Code
#29AGS
62.8
F-measure (Recall)· Extra Data
No paperCode
#30MuG-W
62.2
F-measure (Recall)· 2020-03-10
Learning Video Object Segmentation from Unlabeled Videos Code
#31PDB
60.2
F-measure (Recall)
No paper
#32CorrFlow
56
F-measure (Recall)· 2019-05-02
Self-supervised Learning for Video Correspondence Flow Code
#33CycleTime
48
F-measure (Recall)· 2019-03-18
Learning Correspondence from the Cycle-Consistency of Time Code
#34RVOS
46.4
F-measure (Recall)· 2019-03-13
RVOS: End-to-End Recurrent Network for Video Object Segmentation Code