Video on YouTube-VOS 2018

Metric: Speed (FPS) (higher is better)

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#	Model↕	Speed (FPS)▼	Extra Data	Paper	Date↕	Code
1	FRTM	65.9	No	Learning Fast and Robust Target Models for Video...	2020-02-27	Code
2	STM-cycle	61.4	No	Delving into the Cyclic Mechanism in Semi-superv...	2020-10-23	Code
3	S2S	55.5	No	YouTube-VOS: Sequence-to-Sequence Video Object S...	2018-09-03	Code
4	RVOS	45.5	No	RVOS: End-to-End Recurrent Network for Video Obj...	2019-03-13	Code
5	AOT-T (all frames)	41	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
6	AOT-T	41	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
7	AOT-S (all frames)	27.1	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
8	AOT-S	27.1	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
9	SSM-VOS	24.1	No	-	-	Code
10	RAVOS	23	Yes	Region Aware Video Object Segmentation with Deep...	2022-07-21	-
11	XMem (BL30K)	22.6	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
12	XMem	22.6	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
13	XMem (YouTubeVOS only)	22.6	No	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
14	AOT-B (all frames)	20.5	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
15	AOT-B	20.5	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
16	AOT-L	16	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
17	R50-AOT-L	14.9	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
18	CapsuleVOS	13.5	No	CapsuleVOS: Semi-Supervised Video Object Segment...	2019-09-30	Code
19	SwinB-AOT-L	9.3	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
20	OSMN	7.14	No	Efficient Video Object Segmentation via Network ...	2018-02-04	Code
21	AOT-L (all frames)	6.5	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
22	R50-AOT-L (all frames)	6.4	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
23	SwinB-AOT-L (all frames)	5.2	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
24	CFBI+	4	No	Collaborative Video Object Segmentation by Multi...	2020-10-13	Code
25	CFBI	3.4	No	Collaborative Video Object Segmentation by Foreg...	2020-03-18	Code
26	OSVOS	0.1	No	One-Shot Video Object Segmentation	2016-11-16	Code

#1FRTMSOTA
65.9
Speed (FPS)· 2020-02-27
Learning Fast and Robust Target Models for Video Object Segmentation Code
#2STM-cycle
61.4
Speed (FPS)· 2020-10-23
Delving into the Cyclic Mechanism in Semi-supervised Video Object Segmentation Code
#3S2SSOTA
55.5
Speed (FPS)· 2018-09-03
YouTube-VOS: Sequence-to-Sequence Video Object Segmentation Code
#4RVOS
45.5
Speed (FPS)· 2019-03-13
RVOS: End-to-End Recurrent Network for Video Object Segmentation Code
#5AOT-T (all frames)
41
Speed (FPS)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#6AOT-T
41
Speed (FPS)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#7AOT-S (all frames)
27.1
Speed (FPS)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#8AOT-S
27.1
Speed (FPS)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#9SSM-VOS
24.1
Speed (FPS)
No paperCode
#10RAVOS
23
Speed (FPS)· Extra Data· 2022-07-21
Region Aware Video Object Segmentation with Deep Motion Modeling
#11XMem (BL30K)
22.6
Speed (FPS)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#12XMem
22.6
Speed (FPS)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#13XMem (YouTubeVOS only)
22.6
Speed (FPS)· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#14AOT-B (all frames)
20.5
Speed (FPS)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#15AOT-B
20.5
Speed (FPS)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#16AOT-L
16
Speed (FPS)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#17R50-AOT-L
14.9
Speed (FPS)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#18CapsuleVOS
13.5
Speed (FPS)· 2019-09-30
CapsuleVOS: Semi-Supervised Video Object Segmentation Using Capsule Routing Code
#19SwinB-AOT-L
9.3
Speed (FPS)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#20OSMNSOTA
7.14
Speed (FPS)· 2018-02-04
Efficient Video Object Segmentation via Network Modulation Code
#21AOT-L (all frames)
6.5
Speed (FPS)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#22R50-AOT-L (all frames)
6.4
Speed (FPS)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#23SwinB-AOT-L (all frames)
5.2
Speed (FPS)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#24CFBI+
4
Speed (FPS)· 2020-10-13
Collaborative Video Object Segmentation by Multi-Scale Foreground-Background Integration Code
#25CFBI
3.4
Speed (FPS)· 2020-03-18
Collaborative Video Object Segmentation by Foreground-Background Integration Code
#26OSVOSSOTA
0.1
Speed (FPS)· 2016-11-16
One-Shot Video Object Segmentation Code