Video on DAVIS 2016

Metric: Speed (FPS) (higher is better)

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#	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