Semi-Supervised Video Object Segmentation on DAVIS 2017 (test-dev)

Metric: J&F (higher is better)

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#	Model↕	J&F▼	Extra Data	Paper	Date↕	Code
1	Cutie+ (base, MEGA)	88.1	Yes	Putting the Object Back into Video Object Segmen...	2023-10-19	Code
2	Cutie (base, MEGA)	86.1	Yes	Putting the Object Back into Video Object Segmen...	2023-10-19	Code
3	Cutie+ (base)	85.9	No	Putting the Object Back into Video Object Segmen...	2023-10-19	Code
4	SwinB-AOST (L'=3, MS)	84.7	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
5	SwinB-AOTv2-L	84.5	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
6	JIMD-R50	83.9	No	Memory Matching is not Enough: Jointly Improving...	2024-09-22	-
7	XMem (BL30K, MS)	83.7	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
8	DEVA	83.2	Yes	Tracking Anything with Decoupled Video Segmentat...	2023-09-07	Code
9	XMem (MS)	83.1	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
10	SwinB-DeAOT-L	82.8	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
11	SwinB-AOST (L'=3)	82.7	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
12	XMem (BL30K, 600p)	82.5	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
13	QDMN	81.9	Yes	Learning Quality-aware Dynamic Memory for Video ...	2022-07-16	Code
14	XMem (BL30K)	81.2	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
15	SwinB-AOT-L	81.2	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
16	RPCMVOS-Full-Res	81	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
17	XMem	81	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
18	R50-DeAOT-L	80.7	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
19	STCN	79.9	Yes	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
20	R50-AOST (L'=3)	79.9	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
21	XMem (DAVIS and YouTubeVOS only)	79.8	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
22	R50-AOT-L	79.6	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
23	RPCMVOS	79.2	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
24	HMMN	78.6	Yes	Hierarchical Memory Matching Network for Video O...	2021-09-23	Code
25	AOT-L	78.3	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
26	R50-AOST (L'=2)	78.1	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
27	CFBI+	78	No	Collaborative Video Object Segmentation by Multi...	2020-10-13	Code
28	DeAOT-L	77.9	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
29	KMN	77.2	No	Kernelized Memory Network for Video Object Segme...	2020-07-16	Code
30	MiVOS	76.5	Yes	Modular Interactive Video Object Segmentation: I...	2021-03-14	Code
31	DeAOT-B	76.2	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
32	AOT-B	75.5	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
33	DeAOT-S	75.4	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
34	RMNet	75	Yes	Efficient Regional Memory Network for Video Obje...	2021-03-24	Code
35	CFBI	74.8	No	Collaborative Video Object Segmentation by Foreg...	2020-03-18	Code
36	AOT-S	73.9	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
37	DeAOT-T	73.7	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
38	STM	72.2	Yes	Video Object Segmentation using Space-Time Memor...	2019-04-01	Code
39	AOT-T	72	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
40	PReMVOS	71.6	No	PReMVOS: Proposal-generation, Refinement and Mer...	2018-07-24	Code
41	MHP-VOS	69.5	No	MHP-VOS: Multiple Hypotheses Propagation for Vid...	2019-04-17	Code
42	CINM	67.5	No	CNN in MRF: Video Object Segmentation via Infere...	2018-03-26	-
43	LSMVOS	67.4	No	LSMVOS: Long-Short-Term Similarity Matching for ...	2020-09-02	Code
44	Lucid	66.6	No	Lucid Data Dreaming for Video Object Segmentation	2017-03-28	Code
45	e-OSVOS	64.8	No	Make One-Shot Video Object Segmentation Efficien...	2020-12-03	Code
46	SSM-VOS	62	No	-	-	Code
47	FEELVOS	57.8	No	FEELVOS: Fast End-to-End Embedding Learning for ...	2019-02-25	Code
48	OSVOS-S	57.5	No	Video Object Segmentation Without Temporal Infor...	2017-09-18	-
49	RANet	55.4	No	RANet: Ranking Attention Network for Fast Video ...	2019-08-19	Code
50	Siam R-CNN	53.3	No	Siam R-CNN: Visual Tracking by Re-Detection	2019-11-28	Code
51	RGMP	52.8	No	-	-	Code
52	OnAVOS	52.8	No	Online Adaptation of Convolutional Neural Networ...	2017-06-28	-
53	AGAME	52.3	No	A Generative Appearance Model for End-to-end Vid...	2018-11-28	Code
54	CapsuleVOS	51.3	No	CapsuleVOS: Semi-Supervised Video Object Segment...	2019-09-30	Code
55	OSVOS	50.9	No	One-Shot Video Object Segmentation	2016-11-16	Code
56	RVOS	50.3	No	RVOS: End-to-End Recurrent Network for Video Obj...	2019-03-13	Code
57	FAVOS	43.6	No	Fast and Accurate Online Video Object Segmentati...	2018-06-06	Code
58	SiamMask	43.2	No	Fast Online Object Tracking and Segmentation: A ...	2018-12-12	Code
59	OSMN	41.3	No	Efficient Video Object Segmentation via Network ...	2018-02-04	Code