Video on DAVIS 2016

Metric: Speed (FPS) (higher is better)

LeaderboardDataset

Loading chart...

Results

Hide extra data

Sort:

#	Model↕	Speed (FPS)▼	Extra Data	Paper	Date↕	Code
1	MobileVOS (BL30K)	100.1	Yes	MobileVOS: Real-Time Video Object Segmentation C...	2023-03-14	-
2	MobileVOS	100.1	No	MobileVOS: Real-Time Video Object Segmentation C...	2023-03-14	-
3	Lightweight TrickVOS (PT)	86.4	No	TrickVOS: A Bag of Tricks for Video Object Segme...	2023-06-27	-
4	DeAOT-T	63.5	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
5	RAVOS	58	Yes	Region Aware Video Object Segmentation with Deep...	2022-07-21	-
6	AOT-T	51.4	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
7	DeAOT-S	49.2	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
8	DeAOT-B	40.9	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
9	AOT-S	40	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
10	R50-AOST (L'=1)	37.4	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
11	SSM-VOS	36.5	No	-	-	Code
12	SWEM (val)	36	No	SWEM: Towards Real-Time Video Object Segmentatio...	2022-08-22	Code
13	XMem (BL30K)	29.6	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
14	XMem	29.6	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
15	XMem (DAVIS+YouTubeVOS only)	29.6	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
16	AOT-L	29.6	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
17	XMem (DAVIS only)	29.6	No	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
18	DeAOT-L	28.5	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
19	R50-DeAOT-L	27	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
20	STCN	26.9	Yes	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
21	R50-AOST (L'=2)	24.3	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
22	FRTM (val)	21.9	No	Learning Fast and Robust Target Models for Video...	2020-02-27	Code
23	AOT-L	18.7	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
24	R50-AOT-L	18	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
25	R50-AOST (L'=3)	17.5	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
26	MiVOS	16.9	Yes	Modular Interactive Video Object Segmentation: I...	2021-03-14	Code
27	SwinB-DeAOT-L	15.4	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
28	SwinB-AOT-L	12.1	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
29	SwinB-AOTv2-L	12	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
30	SwinB-AOST (L'=3)	12	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
31	SwinB-AOTv2-L (MS)	1.3	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
32	SwinB-AOST (L'=3, MS)	1.3	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code

#1MobileVOS (BL30K)SOTA
100.1
Speed (FPS)· Extra Data· 2023-03-14
MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge Distillation
#2MobileVOS
100.1
Speed (FPS)· 2023-03-14
MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge Distillation
#3Lightweight TrickVOS (PT)
86.4
Speed (FPS)· 2023-06-27
TrickVOS: A Bag of Tricks for Video Object Segmentation
#4DeAOT-TSOTA
63.5
Speed (FPS)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#5RAVOSSOTA
58
Speed (FPS)· Extra Data· 2022-07-21
Region Aware Video Object Segmentation with Deep Motion Modeling
#6AOT-TSOTA
51.4
Speed (FPS)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#7DeAOT-S
49.2
Speed (FPS)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#8DeAOT-B
40.9
Speed (FPS)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#9AOT-S
40
Speed (FPS)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#10R50-AOST (L'=1)
37.4
Speed (FPS)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#11SSM-VOS
36.5
Speed (FPS)
No paperCode
#12SWEM (val)
36
Speed (FPS)· 2022-08-22
SWEM: Towards Real-Time Video Object Segmentation with Sequential Weighted Expectation-Maximization Code
#13XMem (BL30K)
29.6
Speed (FPS)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#14XMem
29.6
Speed (FPS)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#15XMem (DAVIS+YouTubeVOS only)
29.6
Speed (FPS)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#16AOT-L
29.6
Speed (FPS)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#17XMem (DAVIS only)
29.6
Speed (FPS)· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#18DeAOT-L
28.5
Speed (FPS)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#19R50-DeAOT-L
27
Speed (FPS)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#20STCN
26.9
Speed (FPS)· Extra Data· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#21R50-AOST (L'=2)
24.3
Speed (FPS)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#22FRTM (val)SOTA
21.9
Speed (FPS)· 2020-02-27
Learning Fast and Robust Target Models for Video Object Segmentation Code
#23AOT-L
18.7
Speed (FPS)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#24R50-AOT-L
18
Speed (FPS)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#25R50-AOST (L'=3)
17.5
Speed (FPS)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#26MiVOS
16.9
Speed (FPS)· Extra Data· 2021-03-14
Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusion Code
#27SwinB-DeAOT-L
15.4
Speed (FPS)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#28SwinB-AOT-L
12.1
Speed (FPS)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#29SwinB-AOTv2-L
12
Speed (FPS)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#30SwinB-AOST (L'=3)
12
Speed (FPS)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#31SwinB-AOTv2-L (MS)
1.3
Speed (FPS)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#32SwinB-AOST (L'=3, MS)
1.3
Speed (FPS)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code