Video Object Segmentation on YouTube-VOS 2018

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

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#	Model↕	F-Measure (Unseen)▼	Extra Data	Paper	Date↕	Code
1	XMem (BL30K, MS)	90.2	No	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
2	XMem (BL30K, MS)	90.2	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
3	Cutie+ (base, MEGA)	90.1	Yes	Putting the Object Back into Video Object Segmen...	2023-10-19	Code
4	XMem (MS)	89.9	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
5	XMem (BL30K)	89.2	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
6	SwinB-AOTv2-L (all frames, MS)	88.9	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
7	R50-DeAOT-L	88.7	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
8	XMem	88.7	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
9	SwinB-DeAOT-L	88.4	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
10	SwinB-AOTv2-L (all frames)	88.2	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
11	R50-AOT-L (all frames)	88.2	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
12	R50-AOST (L'=3)	87.9	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
13	RAVOS	87.4	Yes	Region Aware Video Object Segmentation with Deep...	2022-07-21	-
14	R50-AOTv2-L (all frames)	87.3	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
15	STCN	87.3	Yes	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
16	R50-AOST (L'=2)	87.2	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
17	XMem (YouTubeVOS only)	87.2	No	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
18	AOT-L (all frames)	87.1	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
19	DeAOT-B	87	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
20	SwinB-AOT-L (all frames)	86.9	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
21	RPCMVOS-MS	86.9	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
22	RPCMVOS	86.7	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
23	RPCMVOS	86.7	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
24	DeAOT-S	86.6	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
25	AOT-B (all frames)	86.5	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
26	AOT-L	86.5	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
27	SwinB-AOT-L	86.4	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
28	QDMN	86.4	Yes	Learning Quality-aware Dynamic Memory for Video ...	2022-07-16	Code
29	AOT	86.1	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
30	R50-AOT-L	86.1	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
31	AOT-B	86	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
32	STCN	85.7	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
33	AOT-S (all frames)	85.7	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
34	CFBI+	85.6	No	Collaborative Video Object Segmentation by Multi...	2020-10-13	Code
35	CFBI+	85.6	No	Collaborative Video Object Segmentation by Multi...	2020-10-13	Code
36	MiVOS	85.5	Yes	Modular Interactive Video Object Segmentation: I...	2021-03-14	Code
37	AOT-S	85	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
38	HMMN	84.6	Yes	Hierarchical Memory Matching Network for Video O...	2021-09-23	Code
39	LWL	84.4	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
40	DeAOT-T	84.2	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
41	R50-AOST (L'=1)	83.5	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
42	AOT-T (all frames)	83.5	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
43	TransVOS	83.4	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
44	CFBI	83.4	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	Code
45	KMN	83.3	No	Kernelized Memory Network for Video Object Segme...	2020-07-16	-
46	KMN	83.3	Yes	Kernelized Memory Network for Video Object Segme...	2020-07-16	Code
47	AFB-URR	82.6	No	Video Object Segmentation with Adaptive Feature ...	2020-10-15	Code
48	AFB-URR	82.6	Yes	Video Object Segmentation with Adaptive Feature ...	2020-10-15	Code
49	RMN	82.4	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
50	RMNet	82.4	Yes	Efficient Regional Memory Network for Video Obje...	2021-03-24	Code
51	AOT-T	82.2	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
52	STM	80.9	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
53	FRTM	74.1	No	Learning Fast and Robust Target Models for Video...	2020-02-27	Code
54	e-OSVOS	73.8	Yes	Make One-Shot Video Object Segmentation Efficien...	2020-12-03	Code
55	MAMP	73.2	No	Self-Supervised Video Object Segmentation by Mot...	2021-07-27	Code
56	STM-cycle	70.4	No	Delving into the Cyclic Mechanism in Semi-superv...	2020-10-23	Code
57	SSM-VOS	62.6	No	-	-	Code
58	S2S	61.2	No	YouTube-VOS: Sequence-to-Sequence Video Object S...	2018-09-03	Code
59	OSVOS	60.7	No	One-Shot Video Object Segmentation	2016-11-16	Code
60	CapsuleVOS	59.9	No	CapsuleVOS: Semi-Supervised Video Object Segment...	2019-09-30	Code
61	RVOS	51	No	RVOS: End-to-End Recurrent Network for Video Obj...	2019-03-13	Code
62	S2S (offline)	50.3	No	YouTube-VOS: Sequence-to-Sequence Video Object S...	2018-09-03	Code
63	OSMN	44	No	Efficient Video Object Segmentation via Network ...	2018-02-04	Code