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

Metric: D17 val (G) (higher is better)

LeaderboardDataset

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Results

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#	Model↕	D17 val (G)▼	Extra Data	Paper	Date↕	Code
1	HMMN	80.4	No	Hierarchical Memory Matching Network for Video O...	2021-09-23	Code
2	TBD	80	No	Tackling Background Distraction in Video Object ...	2022-07-14	Code
3	AOT-S	79.2	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
4	JOINT	78.6	No	Joint Inductive and Transductive Learning for Vi...	2021-08-08	Code
5	SSTVOS	78.4	No	SSTVOS: Sparse Spatiotemporal Transformers for V...	2021-01-21	Code
6	SWEM	77.2	No	SWEM: Towards Real-Time Video Object Segmentatio...	2022-08-22	Code
7	KMN	76	No	Kernelized Memory Network for Video Object Segme...	2020-07-16	Code
8	LCM	75.2	No	Learning Position and Target Consistency for Mem...	2021-04-09	-
9	RMNet	75	No	Efficient Regional Memory Network for Video Obje...	2021-03-24	Code
10	CFBI	74.9	No	Collaborative Video Object Segmentation by Foreg...	2020-03-18	Code
11	STG-Net	74.7	No	Spatiotemporal Graph Neural Network based Mask R...	2020-12-10	-
12	AFB-URR	74.6	No	Video Object Segmentation with Adaptive Feature ...	2020-10-15	Code
13	LWL	74.3	No	Learning What to Learn for Video Object Segmenta...	2020-03-25	Code
14	BMVOS	72.7	No	Pixel-Level Bijective Matching for Video Object ...	2021-10-04	Code
15	TVOS	72.3	No	A Transductive Approach for Video Object Segment...	2020-04-15	Code
16	STM	71.6	No	Video Object Segmentation using Space-Time Memor...	2019-04-01	Code
17	GC	71.4	No	Fast Video Object Segmentation using the Global ...	2020-01-30	Code
18	DMM-Net	70.7	No	DMM-Net: Differentiable Mask-Matching Network fo...	2019-09-27	Code
19	FEELVOS	69.1	No	FEELVOS: Fast End-to-End Embedding Learning for ...	2019-02-25	Code
20	FRTM	68.8	No	Learning Fast and Robust Target Models for Video...	2020-02-27	Code
21	DIPNet	68.5	No	-	-	-
22	AGSS-VOS	67.4	No	-	-	Code
23	DTN	67.4	No	-	-	-
24	RANet	65.7	No	RANet: Ranking Attention Network for Fast Video ...	2019-08-19	Code
25	STCNN	61.7	No	Spatiotemporal CNN for Video Object Segmentation	2019-04-04	Code

#1HMMNSOTA
80.4
D17 val (G)· 2021-09-23
Hierarchical Memory Matching Network for Video Object Segmentation Code
#2TBD
80
D17 val (G)· 2022-07-14
Tackling Background Distraction in Video Object Segmentation Code
#3AOT-SSOTA
79.2
D17 val (G)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#4JOINT
78.6
D17 val (G)· 2021-08-08
Joint Inductive and Transductive Learning for Video Object Segmentation Code
#5SSTVOSSOTA
78.4
D17 val (G)· 2021-01-21
SSTVOS: Sparse Spatiotemporal Transformers for Video Object Segmentation Code
#6SWEM
77.2
D17 val (G)· 2022-08-22
SWEM: Towards Real-Time Video Object Segmentation with Sequential Weighted Expectation-Maximization Code
#7KMNSOTA
76
D17 val (G)· 2020-07-16
Kernelized Memory Network for Video Object Segmentation Code
#8LCM
75.2
D17 val (G)· 2021-04-09
Learning Position and Target Consistency for Memory-based Video Object Segmentation
#9RMNet
75
D17 val (G)· 2021-03-24
Efficient Regional Memory Network for Video Object Segmentation Code
#10CFBISOTA
74.9
D17 val (G)· 2020-03-18
Collaborative Video Object Segmentation by Foreground-Background Integration Code
#11STG-Net
74.7
D17 val (G)· 2020-12-10
Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object Segmentation
#12AFB-URR
74.6
D17 val (G)· 2020-10-15
Video Object Segmentation with Adaptive Feature Bank and Uncertain-Region Refinement Code
#13LWL
74.3
D17 val (G)· 2020-03-25
Learning What to Learn for Video Object Segmentation Code
#14BMVOS
72.7
D17 val (G)· 2021-10-04
Pixel-Level Bijective Matching for Video Object Segmentation Code
#15TVOS
72.3
D17 val (G)· 2020-04-15
A Transductive Approach for Video Object Segmentation Code
#16STMSOTA
71.6
D17 val (G)· 2019-04-01
Video Object Segmentation using Space-Time Memory Networks Code
#17GC
71.4
D17 val (G)· 2020-01-30
Fast Video Object Segmentation using the Global Context Module Code
#18DMM-Net
70.7
D17 val (G)· 2019-09-27
DMM-Net: Differentiable Mask-Matching Network for Video Object Segmentation Code
#19FEELVOSSOTA
69.1
D17 val (G)· 2019-02-25
FEELVOS: Fast End-to-End Embedding Learning for Video Object Segmentation Code
#20FRTM
68.8
D17 val (G)· 2020-02-27
Learning Fast and Robust Target Models for Video Object Segmentation Code
#21DIPNet
68.5
D17 val (G)
No paper
#22AGSS-VOS
67.4
D17 val (G)
No paperCode
#23DTN
67.4
D17 val (G)
No paper
#24RANet
65.7
D17 val (G)· 2019-08-19
RANet: Ranking Attention Network for Fast Video Object Segmentation Code
#25STCNN
61.7
D17 val (G)· 2019-04-04
Spatiotemporal CNN for Video Object Segmentation Code