Video on YouTube-VOS 2019

Metric: F-Measure (Unseen) (higher is better)

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#	Model↕	F-Measure (Unseen)▼	Extra Data	Paper	Date↕	Code
1	Cutie+ (base, MEGA)	90.5	Yes	Putting the Object Back into Video Object Segmen...	2023-10-19	Code
2	XMem (BL30K,MS)	89.9	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
3	XMem (BL30K, MS)	89.9	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
4	XMem (MS)	89.8	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
5	SwinB-AOTv2-L (all frames, MS)	89.1	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
6	DEVA	89.1	Yes	Tracking Anything in High Quality	2023-07-26	Code
7	R50-DeAOT-L	88.9	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
8	XMem (BL30K)	88.8	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
9	STCN (MS)	88.8	No	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
10	XMem	88.6	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
11	SwinB-DeAOT-L	88.6	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
12	SwinB-AOTv2-L (all frames)	88	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
13	R50-AOST (L'=3)	87.7	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
14	STCN	87.7	No	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
15	DeAOT-B	87.5	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
16	BATMAN	87.2	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
17	DeAOT-L	87.2	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
18	RPCMVOS	87.1	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
19	XMem	87.1	No	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
20	R50-AOST (L'=2)	87.1	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
21	RPCMVOS	87.1	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
22	DeAOT-S	86.8	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
23	AOT	86.3	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
24	STCN	85.9	No	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
25	STCN + TrickVOS (PT)	85.5	No	TrickVOS: A Bag of Tricks for Video Object Segme...	2023-06-27	-
26	MobileVOS	85.3	No	MobileVOS: Real-Time Video Object Segmentation C...	2023-03-14	-
27	CFBI+	85.2	No	Collaborative Video Object Segmentation by Foreg...	2020-03-18	Code
28	DeAOT-T	84.7	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
29	Lightweight TrickVOS (PT)	84	No	TrickVOS: A Bag of Tricks for Video Object Segme...	2023-06-27	-
30	R50-AOST (L'=1)	83.8	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
31	CFBI	83	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-