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

Metric: FPS (higher is better)

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Results

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#	Model↕	FPS▼	Extra Data	Paper	Date↕	Code
1	TBD	50.1	No	Tackling Background Distraction in Video Object ...	2022-07-14	Code
2	BMVOS	45.9	No	Pixel-Level Bijective Matching for Video Object ...	2021-10-04	Code
3	AOT-S	40	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
4	TVOS	37	No	A Transductive Approach for Video Object Segment...	2020-04-15	Code
5	SWEM	36	No	SWEM: Towards Real-Time Video Object Segmentatio...	2022-08-22	Code
6	RANet	30.3	No	RANet: Ranking Attention Network for Fast Video ...	2019-08-19	Code
7	XMem	29.6	No	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
8	GC	25	No	Fast Video Object Segmentation using the Global ...	2020-01-30	Code
9	FRTM	21.9	No	Learning Fast and Robust Target Models for Video...	2020-02-27	Code
10	DTN	14.3	No	-	-	-
11	LWL	14	No	Learning What to Learn for Video Object Segmenta...	2020-03-25	Code
12	RMNet	11.9	No	Efficient Regional Memory Network for Video Obje...	2021-03-24	Code
13	HMMN	10	No	Hierarchical Memory Matching Network for Video O...	2021-09-23	Code
14	AGSS-VOS	10	No	-	-	Code
15	LCM	8.47	No	Learning Position and Target Consistency for Mem...	2021-04-09	-
16	KMN	8.33	No	Kernelized Memory Network for Video Object Segme...	2020-07-16	Code
17	STM	6.25	No	Video Object Segmentation using Space-Time Memor...	2019-04-01	Code
18	CFBI	5.56	No	Collaborative Video Object Segmentation by Foreg...	2020-03-18	Code
19	JOINT	4	No	Joint Inductive and Transductive Learning for Vi...	2021-08-08	Code
20	AFB-URR	4	No	Video Object Segmentation with Adaptive Feature ...	2020-10-15	Code
21	FEELVOS	2.22	No	FEELVOS: Fast End-to-End Embedding Learning for ...	2019-02-25	Code
22	DIPNet	0.92	No	-	-	-
23	STCNN	0.26	No	Spatiotemporal CNN for Video Object Segmentation	2019-04-04	Code

#1TBDSOTA
50.1
FPS· 2022-07-14
Tackling Background Distraction in Video Object Segmentation Code
#2BMVOSSOTA
45.9
FPS· 2021-10-04
Pixel-Level Bijective Matching for Video Object Segmentation Code
#3AOT-SSOTA
40
FPS· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#4TVOSSOTA
37
FPS· 2020-04-15
A Transductive Approach for Video Object Segmentation Code
#5SWEM
36
FPS· 2022-08-22
SWEM: Towards Real-Time Video Object Segmentation with Sequential Weighted Expectation-Maximization Code
#6RANetSOTA
30.3
FPS· 2019-08-19
RANet: Ranking Attention Network for Fast Video Object Segmentation Code
#7XMem
29.6
FPS· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#8GC
25
FPS· 2020-01-30
Fast Video Object Segmentation using the Global Context Module Code
#9FRTM
21.9
FPS· 2020-02-27
Learning Fast and Robust Target Models for Video Object Segmentation Code
#10DTN
14.3
FPS
No paper
#11LWL
14
FPS· 2020-03-25
Learning What to Learn for Video Object Segmentation Code
#12RMNet
11.9
FPS· 2021-03-24
Efficient Regional Memory Network for Video Object Segmentation Code
#13HMMN
10
FPS· 2021-09-23
Hierarchical Memory Matching Network for Video Object Segmentation Code
#14AGSS-VOS
10
FPS
No paperCode
#15LCM
8.47
FPS· 2021-04-09
Learning Position and Target Consistency for Memory-based Video Object Segmentation
#16KMN
8.33
FPS· 2020-07-16
Kernelized Memory Network for Video Object Segmentation Code
#17STMSOTA
6.25
FPS· 2019-04-01
Video Object Segmentation using Space-Time Memory Networks Code
#18CFBI
5.56
FPS· 2020-03-18
Collaborative Video Object Segmentation by Foreground-Background Integration Code
#19JOINT
4
FPS· 2021-08-08
Joint Inductive and Transductive Learning for Video Object Segmentation Code
#20AFB-URR
4
FPS· 2020-10-15
Video Object Segmentation with Adaptive Feature Bank and Uncertain-Region Refinement Code
#21FEELVOSSOTA
2.22
FPS· 2019-02-25
FEELVOS: Fast End-to-End Embedding Learning for Video Object Segmentation Code
#22DIPNet
0.92
FPS
No paper
#23STCNN
0.26
FPS· 2019-04-04
Spatiotemporal CNN for Video Object Segmentation Code