Video Object Segmentation on DAVIS 2017 (test-dev)

Metric: Jaccard (Mean) (higher is better)

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#	Model↕	Jaccard (Mean)▼	Extra Data	Paper	Date↕	Code
1	Cutie+ (base, MEGA)	84.7	Yes	Putting the Object Back into Video Object Segmen...	2023-10-19	Code
2	Cutie+ (base)	82.6	No	Putting the Object Back into Video Object Segmen...	2023-10-19	Code
3	Cutie (base, MEGA)	82.4	Yes	Putting the Object Back into Video Object Segmen...	2023-10-19	Code
4	SwinB-AOTv2-L	81	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
5	SwinB-AOST (L'=3, MS)	80.9	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
6	XMem (BL30K, MS)	80.5	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
7	JIMD-R50	80.3	No	Memory Matching is not Enough: Jointly Improving...	2024-09-22	-
8	XMem (MS)	79.7	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
9	DEVA	79.6	Yes	Tracking Anything with Decoupled Video Segmentat...	2023-09-07	Code
10	XMem (BL30K, 600p)	79.1	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
11	SwinB-DeAOT-L	78.9	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
12	SwinB-AOST (L'=3)	78.8	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
13	QDMN	78.1	Yes	Learning Quality-aware Dynamic Memory for Video ...	2022-07-16	Code
14	XMem (BL30K)	77.6	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
15	RPCMVOS-Full-Res	77.6	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
16	XMem	77.4	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
17	SwinB-AOT-L	77.3	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
18	R50-DeAOT-L	76.9	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
19	STCN	76.3	Yes	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
20	XMem (DAVIS and YouTubeVOS only)	76.3	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
21	R50-AOST (L'=3)	76.2	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
22	R50-AOT-L	75.9	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
23	RPCMVOS	75.8	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
24	HMMN	74.7	Yes	Hierarchical Memory Matching Network for Video O...	2021-09-23	Code
25	R50-AOST (L'=2)	74.5	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
26	CFBI+	74.4	No	Collaborative Video Object Segmentation by Multi...	2020-10-13	Code
27	AOT-L	74.3	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
28	DeAOT-L	74.1	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
29	KMN	74.1	No	Kernelized Memory Network for Video Object Segme...	2020-07-16	Code
30	MiVOS	72.7	Yes	Modular Interactive Video Object Segmentation: I...	2021-03-14	Code
31	DeAOT-B	72.5	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
32	DeAOT-S	71.9	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
33	RMNet	71.9	Yes	Efficient Regional Memory Network for Video Obje...	2021-03-24	Code
34	AOT-B	71.6	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
35	CFBI	71.1	No	Collaborative Video Object Segmentation by Foreg...	2020-03-18	Code
36	AOT-S	70.3	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
37	DeAOT-T	70	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
38	STM	69.3	Yes	Video Object Segmentation using Space-Time Memor...	2019-04-01	Code
39	AOT-T	68.3	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
40	PReMVOS	67.5	No	PReMVOS: Proposal-generation, Refinement and Mer...	2018-07-24	Code
41	MHP-VOS	66.4	No	MHP-VOS: Multiple Hypotheses Propagation for Vid...	2019-04-17	Code
42	CINM	64.5	No	CNN in MRF: Video Object Segmentation via Infere...	2018-03-26	-
43	LSMVOS	63.7	No	LSMVOS: Long-Short-Term Similarity Matching for ...	2020-09-02	Code
44	Lucid	63.4	No	Lucid Data Dreaming for Video Object Segmentation	2017-03-28	Code
45	e-OSVOS	60.9	No	Make One-Shot Video Object Segmentation Efficien...	2020-12-03	Code
46	SSM-VOS	60.2	No	-	-	Code
47	FEELVOS	55.1	No	FEELVOS: Fast End-to-End Embedding Learning for ...	2019-02-25	Code
48	UnOVSOT	54	No	UnOVOST: Unsupervised Offline Video Object Segme...	2020-01-15	Code
49	RANet	53.4	No	RANet: Ranking Attention Network for Fast Video ...	2019-08-19	Code
50	OSVOS-S	52.9	No	Video Object Segmentation Without Temporal Infor...	2017-09-18	-
51	RGMP	51.3	No	-	-	Code
52	OnAVOS	49.9	No	Online Adaptation of Convolutional Neural Networ...	2017-06-28	-
53	AGAME	49.2	No	A Generative Appearance Model for End-to-end Vid...	2018-11-28	Code
54	Siam R-CNN	48	No	Siam R-CNN: Visual Tracking by Re-Detection	2019-11-28	Code
55	RVOS	47.9	No	RVOS: End-to-End Recurrent Network for Video Obj...	2019-03-13	Code
56	CapsuleVOS	47.4	No	CapsuleVOS: Semi-Supervised Video Object Segment...	2019-09-30	Code
57	OSVOS	47	No	One-Shot Video Object Segmentation	2016-11-16	Code
58	FAVOS	42.9	No	Fast and Accurate Online Video Object Segmentati...	2018-06-06	Code
59	AGS	42.1	No	-	-	Code
60	SiamMask	40.6	No	Fast Online Object Tracking and Segmentation: A ...	2018-12-12	Code
61	MuG-W	38.9	No	Learning Video Object Segmentation from Unlabele...	2020-03-10	Code
62	OSMN	37.7	No	Efficient Video Object Segmentation via Network ...	2018-02-04	Code
63	PDB	37.7	No	-	-	-
64	RVOS	17.7	No	RVOS: End-to-End Recurrent Network for Video Obj...	2019-03-13	Code