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

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

LeaderboardDataset

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#	Model↕	D17 val (J)▼	Extra Data	Paper	Date↕	Code
1	HMMN	77.7	No	Hierarchical Memory Matching Network for Video O...	2021-09-23	Code
2	TBD	77.6	No	Tackling Background Distraction in Video Object ...	2022-07-14	Code
3	AOT-S	76.4	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
4	JOINT	76	No	Joint Inductive and Transductive Learning for Vi...	2021-08-08	Code
5	SSTVOS	75.4	No	SSTVOS: Sparse Spatiotemporal Transformers for V...	2021-01-21	Code
6	SWEM	74.5	No	SWEM: Towards Real-Time Video Object Segmentatio...	2022-08-22	Code
7	KMN	74.2	No	Kernelized Memory Network for Video Object Segme...	2020-07-16	Code
8	LCM	73.1	No	Learning Position and Target Consistency for Mem...	2021-04-09	-
9	AFB-URR	73	No	Video Object Segmentation with Adaptive Feature ...	2020-10-15	Code
10	RMNet	72.8	No	Efficient Regional Memory Network for Video Obje...	2021-03-24	Code
11	LWL	72.2	No	Learning What to Learn for Video Object Segmenta...	2020-03-25	Code
12	CFBI	72.1	No	Collaborative Video Object Segmentation by Foreg...	2020-03-18	Code
13	STG-Net	71.5	No	Spatiotemporal Graph Neural Network based Mask R...	2020-12-10	-
14	BMVOS	70.7	No	Pixel-Level Bijective Matching for Video Object ...	2021-10-04	Code
15	TVOS	69.9	No	A Transductive Approach for Video Object Segment...	2020-04-15	Code
16	GC	69.3	No	Fast Video Object Segmentation using the Global ...	2020-01-30	Code
17	STM	69.2	No	Video Object Segmentation using Space-Time Memor...	2019-04-01	Code
18	DMM-Net	68.1	No	DMM-Net: Differentiable Mask-Matching Network fo...	2019-09-27	Code
19	FRTM	66.4	No	Learning Fast and Robust Target Models for Video...	2020-02-27	Code
20	FEELVOS	65.9	No	FEELVOS: Fast End-to-End Embedding Learning for ...	2019-02-25	Code
21	DIPNet	65.3	No	-	-	-
22	AGSS-VOS	64.9	No	-	-	Code
23	DTN	64.2	No	-	-	-
24	RANet	63.2	No	RANet: Ranking Attention Network for Fast Video ...	2019-08-19	Code
25	STCNN	58.7	No	Spatiotemporal CNN for Video Object Segmentation	2019-04-04	Code

#1HMMNSOTA
77.7
D17 val (J)· 2021-09-23
Hierarchical Memory Matching Network for Video Object Segmentation Code
#2TBD
77.6
D17 val (J)· 2022-07-14
Tackling Background Distraction in Video Object Segmentation Code
#3AOT-SSOTA
76.4
D17 val (J)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#4JOINT
76
D17 val (J)· 2021-08-08
Joint Inductive and Transductive Learning for Video Object Segmentation Code
#5SSTVOSSOTA
75.4
D17 val (J)· 2021-01-21
SSTVOS: Sparse Spatiotemporal Transformers for Video Object Segmentation Code
#6SWEM
74.5
D17 val (J)· 2022-08-22
SWEM: Towards Real-Time Video Object Segmentation with Sequential Weighted Expectation-Maximization Code
#7KMNSOTA
74.2
D17 val (J)· 2020-07-16
Kernelized Memory Network for Video Object Segmentation Code
#8LCM
73.1
D17 val (J)· 2021-04-09
Learning Position and Target Consistency for Memory-based Video Object Segmentation
#9AFB-URR
73
D17 val (J)· 2020-10-15
Video Object Segmentation with Adaptive Feature Bank and Uncertain-Region Refinement Code
#10RMNet
72.8
D17 val (J)· 2021-03-24
Efficient Regional Memory Network for Video Object Segmentation Code
#11LWLSOTA
72.2
D17 val (J)· 2020-03-25
Learning What to Learn for Video Object Segmentation Code
#12CFBISOTA
72.1
D17 val (J)· 2020-03-18
Collaborative Video Object Segmentation by Foreground-Background Integration Code
#13STG-Net
71.5
D17 val (J)· 2020-12-10
Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object Segmentation
#14BMVOS
70.7
D17 val (J)· 2021-10-04
Pixel-Level Bijective Matching for Video Object Segmentation Code
#15TVOS
69.9
D17 val (J)· 2020-04-15
A Transductive Approach for Video Object Segmentation Code
#16GCSOTA
69.3
D17 val (J)· 2020-01-30
Fast Video Object Segmentation using the Global Context Module Code
#17STMSOTA
69.2
D17 val (J)· 2019-04-01
Video Object Segmentation using Space-Time Memory Networks Code
#18DMM-Net
68.1
D17 val (J)· 2019-09-27
DMM-Net: Differentiable Mask-Matching Network for Video Object Segmentation Code
#19FRTM
66.4
D17 val (J)· 2020-02-27
Learning Fast and Robust Target Models for Video Object Segmentation Code
#20FEELVOSSOTA
65.9
D17 val (J)· 2019-02-25
FEELVOS: Fast End-to-End Embedding Learning for Video Object Segmentation Code
#21DIPNet
65.3
D17 val (J)
No paper
#22AGSS-VOS
64.9
D17 val (J)
No paperCode
#23DTN
64.2
D17 val (J)
No paper
#24RANet
63.2
D17 val (J)· 2019-08-19
RANet: Ranking Attention Network for Fast Video Object Segmentation Code
#25STCNN
58.7
D17 val (J)· 2019-04-04
Spatiotemporal CNN for Video Object Segmentation Code