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

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

LeaderboardDataset

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Results

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#	Model↕	D17 val (F)▼	Extra Data	Paper	Date↕	Code
1	HMMN	83.1	No	Hierarchical Memory Matching Network for Video O...	2021-09-23	Code
2	TBD	82.3	No	Tackling Background Distraction in Video Object ...	2022-07-14	Code
3	AOT-S	82	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
4	SSTVOS	81.4	No	SSTVOS: Sparse Spatiotemporal Transformers for V...	2021-01-21	Code
5	JOINT	81.2	No	Joint Inductive and Transductive Learning for Vi...	2021-08-08	Code
6	SWEM	79.8	No	SWEM: Towards Real-Time Video Object Segmentatio...	2022-08-22	Code
7	STG-Net	77.9	No	Spatiotemporal Graph Neural Network based Mask R...	2020-12-10	-
8	KMN	77.8	No	Kernelized Memory Network for Video Object Segme...	2020-07-16	Code
9	CFBI	77.7	No	Collaborative Video Object Segmentation by Foreg...	2020-03-18	Code
10	LCM	77.2	No	Learning Position and Target Consistency for Mem...	2021-04-09	-
11	RMNet	77.2	No	Efficient Regional Memory Network for Video Obje...	2021-03-24	Code
12	LWL	76.3	No	Learning What to Learn for Video Object Segmenta...	2020-03-25	Code
13	AFB-URR	76.1	No	Video Object Segmentation with Adaptive Feature ...	2020-10-15	Code
14	BMVOS	74.7	No	Pixel-Level Bijective Matching for Video Object ...	2021-10-04	Code
15	TVOS	74.7	No	A Transductive Approach for Video Object Segment...	2020-04-15	Code
16	STM	74	No	Video Object Segmentation using Space-Time Memor...	2019-04-01	Code
17	GC	73.5	No	Fast Video Object Segmentation using the Global ...	2020-01-30	Code
18	DMM-Net	73.3	No	DMM-Net: Differentiable Mask-Matching Network fo...	2019-09-27	Code
19	FEELVOS	72.3	No	FEELVOS: Fast End-to-End Embedding Learning for ...	2019-02-25	Code
20	DIPNet	71.6	No	-	-	-
21	FRTM	71.2	No	Learning Fast and Robust Target Models for Video...	2020-02-27	Code
22	DTN	70.6	No	-	-	-
23	AGSS-VOS	69.9	No	-	-	Code
24	RANet	68.2	No	RANet: Ranking Attention Network for Fast Video ...	2019-08-19	Code
25	STCNN	64.6	No	Spatiotemporal CNN for Video Object Segmentation	2019-04-04	Code

#1HMMNSOTA
83.1
D17 val (F)· 2021-09-23
Hierarchical Memory Matching Network for Video Object Segmentation Code
#2TBD
82.3
D17 val (F)· 2022-07-14
Tackling Background Distraction in Video Object Segmentation Code
#3AOT-SSOTA
82
D17 val (F)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#4SSTVOSSOTA
81.4
D17 val (F)· 2021-01-21
SSTVOS: Sparse Spatiotemporal Transformers for Video Object Segmentation Code
#5JOINT
81.2
D17 val (F)· 2021-08-08
Joint Inductive and Transductive Learning for Video Object Segmentation Code
#6SWEM
79.8
D17 val (F)· 2022-08-22
SWEM: Towards Real-Time Video Object Segmentation with Sequential Weighted Expectation-Maximization Code
#7STG-NetSOTA
77.9
D17 val (F)· 2020-12-10
Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object Segmentation
#8KMNSOTA
77.8
D17 val (F)· 2020-07-16
Kernelized Memory Network for Video Object Segmentation Code
#9CFBISOTA
77.7
D17 val (F)· 2020-03-18
Collaborative Video Object Segmentation by Foreground-Background Integration Code
#10LCM
77.2
D17 val (F)· 2021-04-09
Learning Position and Target Consistency for Memory-based Video Object Segmentation
#11RMNet
77.2
D17 val (F)· 2021-03-24
Efficient Regional Memory Network for Video Object Segmentation Code
#12LWL
76.3
D17 val (F)· 2020-03-25
Learning What to Learn for Video Object Segmentation Code
#13AFB-URR
76.1
D17 val (F)· 2020-10-15
Video Object Segmentation with Adaptive Feature Bank and Uncertain-Region Refinement Code
#14BMVOS
74.7
D17 val (F)· 2021-10-04
Pixel-Level Bijective Matching for Video Object Segmentation Code
#15TVOS
74.7
D17 val (F)· 2020-04-15
A Transductive Approach for Video Object Segmentation Code
#16STMSOTA
74
D17 val (F)· 2019-04-01
Video Object Segmentation using Space-Time Memory Networks Code
#17GC
73.5
D17 val (F)· 2020-01-30
Fast Video Object Segmentation using the Global Context Module Code
#18DMM-Net
73.3
D17 val (F)· 2019-09-27
DMM-Net: Differentiable Mask-Matching Network for Video Object Segmentation Code
#19FEELVOSSOTA
72.3
D17 val (F)· 2019-02-25
FEELVOS: Fast End-to-End Embedding Learning for Video Object Segmentation Code
#20DIPNet
71.6
D17 val (F)
No paper
#21FRTM
71.2
D17 val (F)· 2020-02-27
Learning Fast and Robust Target Models for Video Object Segmentation Code
#22DTN
70.6
D17 val (F)
No paper
#23AGSS-VOS
69.9
D17 val (F)
No paperCode
#24RANet
68.2
D17 val (F)· 2019-08-19
RANet: Ranking Attention Network for Fast Video Object Segmentation Code
#25STCNN
64.6
D17 val (F)· 2019-04-04
Spatiotemporal CNN for Video Object Segmentation Code