Semi-Supervised Video Object Segmentation on YouTube-VOS 2018

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

LeaderboardDataset

Loading chart...

Results

Hide extra data

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