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

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

LeaderboardDataset

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Results

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#	Model↕	D16 val (G)▼	Extra Data	Paper	Date↕	Code
1	HMMN	89.4	No	Hierarchical Memory Matching Network for Video O...	2021-09-23	Code
2	SWEM	88.1	No	SWEM: Towards Real-Time Video Object Segmentatio...	2022-08-22	Code
3	KMN	87.6	No	Kernelized Memory Network for Video Object Segme...	2020-07-16	Code
4	TBD	86.8	No	Tackling Background Distraction in Video Object ...	2022-07-14	Code
5	GC	86.6	No	Fast Video Object Segmentation using the Global ...	2020-01-30	Code
6	STM	86.5	No	Video Object Segmentation using Space-Time Memor...	2019-04-01	Code
7	CFBI	86.1	No	Collaborative Video Object Segmentation by Foreg...	2020-03-18	Code
8	DIPNet	86.1	No	-	-	-
9	STG-Net	85.7	No	Spatiotemporal Graph Neural Network based Mask R...	2020-12-10	-
10	RANet	85.5	No	RANet: Ranking Attention Network for Fast Video ...	2019-08-19	Code
11	STCNN	83.8	No	Spatiotemporal CNN for Video Object Segmentation	2019-04-04	Code
12	DTN	83.6	No	-	-	-
13	BMVOS	82.2	No	Pixel-Level Bijective Matching for Video Object ...	2021-10-04	Code
14	FEELVOS	81.7	No	FEELVOS: Fast End-to-End Embedding Learning for ...	2019-02-25	Code
15	FRTM	81.7	No	Learning Fast and Robust Target Models for Video...	2020-02-27	Code
16	RMNet	81.5	No	Efficient Regional Memory Network for Video Obje...	2021-03-24	Code

#1HMMNSOTA
89.4
D16 val (G)· 2021-09-23
Hierarchical Memory Matching Network for Video Object Segmentation Code
#2SWEM
88.1
D16 val (G)· 2022-08-22
SWEM: Towards Real-Time Video Object Segmentation with Sequential Weighted Expectation-Maximization Code
#3KMNSOTA
87.6
D16 val (G)· 2020-07-16
Kernelized Memory Network for Video Object Segmentation Code
#4TBD
86.8
D16 val (G)· 2022-07-14
Tackling Background Distraction in Video Object Segmentation Code
#5GCSOTA
86.6
D16 val (G)· 2020-01-30
Fast Video Object Segmentation using the Global Context Module Code
#6STMSOTA
86.5
D16 val (G)· 2019-04-01
Video Object Segmentation using Space-Time Memory Networks Code
#7CFBI
86.1
D16 val (G)· 2020-03-18
Collaborative Video Object Segmentation by Foreground-Background Integration Code
#8DIPNet
86.1
D16 val (G)
No paper
#9STG-Net
85.7
D16 val (G)· 2020-12-10
Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object Segmentation
#10RANet
85.5
D16 val (G)· 2019-08-19
RANet: Ranking Attention Network for Fast Video Object Segmentation Code
#11STCNN
83.8
D16 val (G)· 2019-04-04
Spatiotemporal CNN for Video Object Segmentation Code
#12DTN
83.6
D16 val (G)
No paper
#13BMVOS
82.2
D16 val (G)· 2021-10-04
Pixel-Level Bijective Matching for Video Object Segmentation Code
#14FEELVOSSOTA
81.7
D16 val (G)· 2019-02-25
FEELVOS: Fast End-to-End Embedding Learning for Video Object Segmentation Code
#15FRTM
81.7
D16 val (G)· 2020-02-27
Learning Fast and Robust Target Models for Video Object Segmentation Code
#16RMNet
81.5
D16 val (G)· 2021-03-24
Efficient Regional Memory Network for Video Object Segmentation Code