Video on YouTube-VOS 2018

Metric: Jaccard (Seen) (higher is better)

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#	Model↕	Jaccard (Seen)▼	Extra Data	Paper	Date↕	Code
1	Cutie+ (base, MEGA)	86.6	Yes	Putting the Object Back into Video Object Segmen...	2023-10-19	Code
2	XMem (BL30K, MS)	85.6	No	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
3	XMem (BL30K, MS)	85.6	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
4	SwinB-AOTv2-L (all frames, MS)	85.6	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
5	SwinB-DeAOT-L	85.6	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
6	XMem (MS)	85.3	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
7	XMem (BL30K)	85.1	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
8	R50-AOTv2-L (all frames)	85.1	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
9	SwinB-AOT-L (all frames)	85.1	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
10	R50-DeAOT-L	84.9	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
11	XMem	84.6	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
12	R50-AOT-L (all frames)	84.5	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
13	SwinB-AOT-L	84.3	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
14	DeAOT-L	84.2	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
15	DeAOT-B	83.9	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
16	R50-AOST (L'=3)	83.8	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
17	AOT	83.7	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
18	AOT-L (all frames)	83.7	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
19	XMem (YouTubeVOS only)	83.7	No	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
20	R50-AOT-L	83.7	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
21	AOT-B (all frames)	83.6	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
22	R50-AOST (L'=2)	83.5	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
23	RPCMVOS-MS	83.3	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
24	DeAOT-S	83.3	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
25	STCN	83.2	Yes	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
26	RPCMVOS	83.1	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
27	RAVOS	83.1	Yes	Region Aware Video Object Segmentation with Deep...	2022-07-21	-
28	RPCMVOS	83.1	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
29	AOT-L	82.9	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
30	QDMN	82.7	Yes	Learning Quality-aware Dynamic Memory for Video ...	2022-07-16	Code
31	AOT-B	82.6	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
32	LCM	82.2	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
33	AOT-S (all frames)	82.2	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
34	RMN	82.1	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
35	HMMN	82.1	Yes	Hierarchical Memory Matching Network for Video O...	2021-09-23	Code
36	RMNet	82.1	Yes	Efficient Regional Memory Network for Video Obje...	2021-03-24	Code
37	TransVOS	82	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
38	AOT-S	82	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
39	STCN	81.9	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
40	CFBI+	81.8	No	Collaborative Video Object Segmentation by Multi...	2020-10-13	Code
41	CFBI+	81.8	No	Collaborative Video Object Segmentation by Multi...	2020-10-13	Code
42	DeAOT-T	81.6	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
43	KMN	81.4	No	Kernelized Memory Network for Video Object Segme...	2020-07-16	-
44	R50-AOST (L'=1)	81.4	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
45	KMN	81.4	Yes	Kernelized Memory Network for Video Object Segme...	2020-07-16	Code
46	SST	81.2	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
47	CFBI	81.1	No	Collaborative Video Object Segmentation by Foreg...	2020-03-18	Code
48	CFBI	81.1	No	Collaborative Video Object Segmentation by Foreg...	2020-03-18	Code
49	SST (Local)	80.9	No	SSTVOS: Sparse Spatiotemporal Transformers for V...	2021-01-21	Code
50	MiVOS	80.6	Yes	Modular Interactive Video Object Segmentation: I...	2021-03-14	Code
51	LWL	80.4	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
52	AOT-T	80.1	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
53	AOT-T (all frames)	80	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
54	STM	79.7	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
55	AFB-URR	78.8	No	Video Object Segmentation with Adaptive Feature ...	2020-10-15	Code
56	AFB-URR	78.8	Yes	Video Object Segmentation with Adaptive Feature ...	2020-10-15	Code
57	FRTM	72.3	No	Learning Fast and Robust Target Models for Video...	2020-02-27	Code
58	SSM-VOS	72.3	No	-	-	Code
59	e-OSVOS	71.7	Yes	Make One-Shot Video Object Segmentation Efficien...	2020-12-03	Code
60	STM-cycle	71.7	No	Delving into the Cyclic Mechanism in Semi-superv...	2020-10-23	Code
61	S2S	71	No	YouTube-VOS: Sequence-to-Sequence Video Object S...	2018-09-03	Code
62	CapsuleVOS	67.3	No	CapsuleVOS: Semi-Supervised Video Object Segment...	2019-09-30	Code
63	MAMP	67	No	Self-Supervised Video Object Segmentation by Mot...	2021-07-27	Code
64	RVOS	63.6	No	RVOS: End-to-End Recurrent Network for Video Obj...	2019-03-13	Code
65	OSMN	60	No	Efficient Video Object Segmentation via Network ...	2018-02-04	Code
66	OSMN	60	No	Efficient Video Object Segmentation via Network ...	2018-02-04	Code
67	OSVOS	59.8	No	One-Shot Video Object Segmentation	2016-11-16	Code