Video Object Segmentation on DAVIS (no YouTube-VOS training)

Metric: D16 val (J) (higher is better)

LeaderboardDataset

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#	Model↕	D16 val (J)▼	Extra Data	Paper	Date↕	Code
1	HMMN	88.2	No	Hierarchical Memory Matching Network for Video O...	2021-09-23	Code
2	GC	87.6	No	Fast Video Object Segmentation using the Global ...	2020-01-30	Code
3	TBD	87.5	No	Tackling Background Distraction in Video Object ...	2022-07-14	Code
4	SWEM	87.3	No	SWEM: Towards Real-Time Video Object Segmentatio...	2022-08-22	Code
5	KMN	87.1	No	Kernelized Memory Network for Video Object Segme...	2020-07-16	Code
6	DIPNet	85.8	No	-	-	-
7	RANet	85.5	No	RANet: Ranking Attention Network for Fast Video ...	2019-08-19	Code
8	STG-Net	85.4	No	Spatiotemporal Graph Neural Network based Mask R...	2020-12-10	-
9	CFBI	85.3	No	Collaborative Video Object Segmentation by Foreg...	2020-03-18	Code
10	STM	84.8	No	Video Object Segmentation using Space-Time Memor...	2019-04-01	Code
11	STCNN	83.8	No	Spatiotemporal CNN for Video Object Segmentation	2019-04-04	Code
12	DTN	83.7	No	-	-	-
13	BMVOS	82.9	No	Pixel-Level Bijective Matching for Video Object ...	2021-10-04	Code
14	RMNet	80.6	No	Efficient Regional Memory Network for Video Obje...	2021-03-24	Code
15	FEELVOS	80.3	No	FEELVOS: Fast End-to-End Embedding Learning for ...	2019-02-25	Code

#1HMMNSOTA
88.2
D16 val (J)· 2021-09-23
Hierarchical Memory Matching Network for Video Object Segmentation Code
#2GCSOTA
87.6
D16 val (J)· 2020-01-30
Fast Video Object Segmentation using the Global Context Module Code
#3TBD
87.5
D16 val (J)· 2022-07-14
Tackling Background Distraction in Video Object Segmentation Code
#4SWEM
87.3
D16 val (J)· 2022-08-22
SWEM: Towards Real-Time Video Object Segmentation with Sequential Weighted Expectation-Maximization Code
#5KMN
87.1
D16 val (J)· 2020-07-16
Kernelized Memory Network for Video Object Segmentation Code
#6DIPNet
85.8
D16 val (J)
No paper
#7RANetSOTA
85.5
D16 val (J)· 2019-08-19
RANet: Ranking Attention Network for Fast Video Object Segmentation Code
#8STG-Net
85.4
D16 val (J)· 2020-12-10
Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object Segmentation
#9CFBI
85.3
D16 val (J)· 2020-03-18
Collaborative Video Object Segmentation by Foreground-Background Integration Code
#10STMSOTA
84.8
D16 val (J)· 2019-04-01
Video Object Segmentation using Space-Time Memory Networks Code
#11STCNN
83.8
D16 val (J)· 2019-04-04
Spatiotemporal CNN for Video Object Segmentation Code
#12DTN
83.7
D16 val (J)
No paper
#13BMVOS
82.9
D16 val (J)· 2021-10-04
Pixel-Level Bijective Matching for Video Object Segmentation Code
#14RMNet
80.6
D16 val (J)· 2021-03-24
Efficient Regional Memory Network for Video Object Segmentation Code
#15FEELVOSSOTA
80.3
D16 val (J)· 2019-02-25
FEELVOS: Fast End-to-End Embedding Learning for Video Object Segmentation Code