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	DEVA (EntitySeg)	62.1	Yes	Tracking Anything with Decoupled Video Segmentat...	2023-09-07	Code
47	SSM-VOS	62	No	-	-	Code
48	UnOVSOT	58	No	UnOVOST: Unsupervised Offline Video Object Segme...	2020-01-15	Code
49	FEELVOS	57.8	No	FEELVOS: Fast End-to-End Embedding Learning for ...	2019-02-25	Code
50	OSVOS-S	57.5	No	Video Object Segmentation Without Temporal Infor...	2017-09-18	-
51	RANet	55.4	No	RANet: Ranking Attention Network for Fast Video ...	2019-08-19	Code
52	Siam R-CNN	53.3	No	Siam R-CNN: Visual Tracking by Re-Detection	2019-11-28	Code
53	RGMP	52.8	No	-	-	Code
54	OnAVOS	52.8	No	Online Adaptation of Convolutional Neural Networ...	2017-06-28	-
55	AGAME	52.3	No	A Generative Appearance Model for End-to-end Vid...	2018-11-28	Code
56	CapsuleVOS	51.3	No	CapsuleVOS: Semi-Supervised Video Object Segment...	2019-09-30	Code
57	OSVOS	50.9	No	One-Shot Video Object Segmentation	2016-11-16	Code
58	RVOS	50.3	No	RVOS: End-to-End Recurrent Network for Video Obj...	2019-03-13	Code
59	AGS	45.6	No	-	-	Code
60	FAVOS	43.6	No	Fast and Accurate Online Video Object Segmentati...	2018-06-06	Code
61	SiamMask	43.2	No	Fast Online Object Tracking and Segmentation: A ...	2018-12-12	Code
62	MuG-W	41.7	No	Learning Video Object Segmentation from Unlabele...	2020-03-10	Code
63	OSMN	41.3	No	Efficient Video Object Segmentation via Network ...	2018-02-04	Code
64	PDB	40.4	No	-	-	-
65	RVOS	22.5	No	RVOS: End-to-End Recurrent Network for Video Obj...	2019-03-13	Code

#1Cutie+ (base, MEGA)SOTA
88.1
J&F· Extra Data· 2023-10-19
Putting the Object Back into Video Object Segmentation Code
#2Cutie (base, MEGA)
86.1
J&F· Extra Data· 2023-10-19
Putting the Object Back into Video Object Segmentation Code
#3Cutie+ (base)
85.9
J&F· 2023-10-19
Putting the Object Back into Video Object Segmentation Code
#4SwinB-AOST (L'=3, MS)SOTA
84.7
J&F· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#5SwinB-AOTv2-L
84.5
J&F· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#6JIMD-R50
83.9
J&F· 2024-09-22
Memory Matching is not Enough: Jointly Improving Memory Matching and Decoding for Video Object Segmentation
#7XMem (BL30K, MS)
83.7
J&F· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#8DEVA
83.2
J&F· Extra Data· 2023-09-07
Tracking Anything with Decoupled Video Segmentation Code
#9XMem (MS)
83.1
J&F· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#10SwinB-DeAOT-L
82.8
J&F· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#11SwinB-AOST (L'=3)
82.7
J&F· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#12XMem (BL30K, 600p)
82.5
J&F· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#13QDMN
81.9
J&F· Extra Data· 2022-07-16
Learning Quality-aware Dynamic Memory for Video Object Segmentation Code
#14XMem (BL30K)
81.2
J&F· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#15SwinB-AOT-LSOTA
81.2
J&F· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#16RPCMVOS-Full-Res
81
J&F· 2021-12-06
Reliable Propagation-Correction Modulation for Video Object Segmentation Code
#17XMem
81
J&F· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#18R50-DeAOT-L
80.7
J&F· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#19STCN
79.9
J&F· Extra Data· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#20R50-AOST (L'=3)
79.9
J&F· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#21XMem (DAVIS and YouTubeVOS only)
79.8
J&F· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#22R50-AOT-L
79.6
J&F· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#23RPCMVOS
79.2
J&F· 2021-12-06
Reliable Propagation-Correction Modulation for Video Object Segmentation Code
#24HMMN
78.6
J&F· Extra Data· 2021-09-23
Hierarchical Memory Matching Network for Video Object Segmentation Code
#25AOT-L
78.3
J&F· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#26R50-AOST (L'=2)
78.1
J&F· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#27CFBI+SOTA
78
J&F· 2020-10-13
Collaborative Video Object Segmentation by Multi-Scale Foreground-Background Integration Code
#28DeAOT-L
77.9
J&F· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#29KMNSOTA
77.2
J&F· 2020-07-16
Kernelized Memory Network for Video Object Segmentation Code
#30MiVOS
76.5
J&F· Extra Data· 2021-03-14
Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusion Code
#31DeAOT-B
76.2
J&F· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#32AOT-B
75.5
J&F· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#33DeAOT-S
75.4
J&F· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#34RMNet
75
J&F· Extra Data· 2021-03-24
Efficient Regional Memory Network for Video Object Segmentation Code
#35CFBISOTA
74.8
J&F· 2020-03-18
Collaborative Video Object Segmentation by Foreground-Background Integration Code
#36AOT-S
73.9
J&F· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#37DeAOT-T
73.7
J&F· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#38STMSOTA
72.2
J&F· Extra Data· 2019-04-01
Video Object Segmentation using Space-Time Memory Networks Code
#39AOT-T
72
J&F· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#40PReMVOSSOTA
71.6
J&F· 2018-07-24
PReMVOS: Proposal-generation, Refinement and Merging for Video Object Segmentation Code
#41MHP-VOS
69.5
J&F· 2019-04-17
MHP-VOS: Multiple Hypotheses Propagation for Video Object Segmentation Code
#42CINMSOTA
67.5
J&F· 2018-03-26
CNN in MRF: Video Object Segmentation via Inference in A CNN-Based Higher-Order Spatio-Temporal MRF
#43LSMVOS
67.4
J&F· 2020-09-02
LSMVOS: Long-Short-Term Similarity Matching for Video Object Code
#44LucidSOTA
66.6
J&F· 2017-03-28
Lucid Data Dreaming for Video Object Segmentation Code
#45e-OSVOS
64.8
J&F· 2020-12-03
Make One-Shot Video Object Segmentation Efficient Again Code
#46DEVA (EntitySeg)
62.1
J&F· Extra Data· 2023-09-07
Tracking Anything with Decoupled Video Segmentation Code
#47SSM-VOS
62
J&F
No paperCode
#48UnOVSOT
58
J&F· 2020-01-15
UnOVOST: Unsupervised Offline Video Object Segmentation and Tracking Code
#49FEELVOS
57.8
J&F· 2019-02-25
FEELVOS: Fast End-to-End Embedding Learning for Video Object Segmentation Code
#50OSVOS-S
57.5
J&F· 2017-09-18
Video Object Segmentation Without Temporal Information
#51RANet
55.4
J&F· 2019-08-19
RANet: Ranking Attention Network for Fast Video Object Segmentation Code
#52Siam R-CNN
53.3
J&F· 2019-11-28
Siam R-CNN: Visual Tracking by Re-Detection Code
#53RGMP
52.8
J&F
No paperCode
#54OnAVOS
52.8
J&F· 2017-06-28
Online Adaptation of Convolutional Neural Networks for Video Object Segmentation
#55AGAME
52.3
J&F· 2018-11-28
A Generative Appearance Model for End-to-end Video Object Segmentation Code
#56CapsuleVOS
51.3
J&F· 2019-09-30
CapsuleVOS: Semi-Supervised Video Object Segmentation Using Capsule Routing Code
#57OSVOSSOTA
50.9
J&F· 2016-11-16
One-Shot Video Object Segmentation Code
#58RVOS
50.3
J&F· 2019-03-13
RVOS: End-to-End Recurrent Network for Video Object Segmentation Code
#59AGS
45.6
J&F
No paperCode
#60FAVOS
43.6
J&F· 2018-06-06
Fast and Accurate Online Video Object Segmentation via Tracking Parts Code
#61SiamMask
43.2
J&F· 2018-12-12
Fast Online Object Tracking and Segmentation: A Unifying Approach Code
#62MuG-W
41.7
J&F· 2020-03-10
Learning Video Object Segmentation from Unlabeled Videos Code
#63OSMN
41.3
J&F· 2018-02-04
Efficient Video Object Segmentation via Network Modulation Code
#64PDB
40.4
J&F
No paper
#65RVOS
22.5
J&F· 2019-03-13
RVOS: End-to-End Recurrent Network for Video Object Segmentation Code