Video Object Segmentation on DAVIS 2017 (test-dev)

Metric: F-measure (Mean) (higher is better)

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#	Model↕	F-measure (Mean)▼	Extra Data	Paper	Date↕	Code
1	Cutie+ (base, MEGA)	91.4	Yes	Putting the Object Back into Video Object Segmen...	2023-10-19	Code
2	Cutie (base, MEGA)	89.9	Yes	Putting the Object Back into Video Object Segmen...	2023-10-19	Code
3	Cutie+ (base)	89.2	No	Putting the Object Back into Video Object Segmen...	2023-10-19	Code
4	SwinB-AOST (L'=3, MS)	88.5	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
5	SwinB-AOTv2-L	87.9	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
6	JIMD-R50	87.4	No	Memory Matching is not Enough: Jointly Improving...	2024-09-22	-
7	XMem (BL30K, MS)	87	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
8	DEVA	86.8	Yes	Tracking Anything with Decoupled Video Segmentat...	2023-09-07	Code
9	SwinB-DeAOT-L	86.7	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
10	SwinB-AOST (L'=3)	86.6	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
11	XMem (MS)	86.4	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
12	XMem (BL30K, 600p)	85.8	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
13	QDMN	85.4	Yes	Learning Quality-aware Dynamic Memory for Video ...	2022-07-16	Code
14	SwinB-AOT-L	85.1	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
15	XMem (BL30K)	84.7	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
16	XMem	84.5	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
17	R50-DeAOT-L	84.5	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
18	RPCMVOS-Full-Res	84.3	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
19	R50-AOST (L'=3)	83.6	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
20	STCN	83.5	Yes	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
21	XMem (DAVIS and YouTubeVOS only)	83.4	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
22	R50-AOT-L	83.3	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
23	RPCMVOS	82.6	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
24	HMMN	82.5	Yes	Hierarchical Memory Matching Network for Video O...	2021-09-23	Code
25	AOT-L	82.3	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
26	R50-AOST (L'=2)	81.7	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
27	DeAOT-L	81.7	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
28	CFBI+	81.6	No	Collaborative Video Object Segmentation by Multi...	2020-10-13	Code
29	KMN	80.3	No	Kernelized Memory Network for Video Object Segme...	2020-07-16	Code
30	MiVOS	80.2	Yes	Modular Interactive Video Object Segmentation: I...	2021-03-14	Code
31	DeAOT-B	79.9	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
32	AOT-B	79.3	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
33	DeAOT-S	79	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
34	CFBI	78.5	No	Collaborative Video Object Segmentation by Foreg...	2020-03-18	Code
35	RMNet	78.1	Yes	Efficient Regional Memory Network for Video Obje...	2021-03-24	Code
36	AOT-S	77.5	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
37	DeAOT-T	77.3	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
38	PReMVOS	75.8	No	PReMVOS: Proposal-generation, Refinement and Mer...	2018-07-24	Code
39	AOT-T	75.7	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
40	STM	75.2	Yes	Video Object Segmentation using Space-Time Memor...	2019-04-01	Code
41	MHP-VOS	72.7	No	MHP-VOS: Multiple Hypotheses Propagation for Vid...	2019-04-17	Code
42	LSMVOS	71.2	No	LSMVOS: Long-Short-Term Similarity Matching for ...	2020-09-02	Code
43	CINM	70.5	No	CNN in MRF: Video Object Segmentation via Infere...	2018-03-26	-
44	Lucid	69.9	No	Lucid Data Dreaming for Video Object Segmentation	2017-03-28	Code
45	e-OSVOS	68.6	No	Make One-Shot Video Object Segmentation Efficien...	2020-12-03	Code
46	SSM-VOS	63.8	No	-	-	Code
47	OSVOS-S	62.1	No	Video Object Segmentation Without Temporal Infor...	2017-09-18	-
48	UnOVSOT	62	No	UnOVOST: Unsupervised Offline Video Object Segme...	2020-01-15	Code
49	FEELVOS	60.9	No	FEELVOS: Fast End-to-End Embedding Learning for ...	2019-02-25	Code
50	Siam R-CNN	58.6	No	Siam R-CNN: Visual Tracking by Re-Detection	2019-11-28	Code
51	RANet	57.3	No	RANet: Ranking Attention Network for Fast Video ...	2019-08-19	Code
52	AGAME	55.3	No	A Generative Appearance Model for End-to-end Vid...	2018-11-28	Code
53	CapsuleVOS	55.2	No	CapsuleVOS: Semi-Supervised Video Object Segment...	2019-09-30	Code
54	RGMP	54.4	No	-	-	Code
55	RVOS	52.6	No	RVOS: End-to-End Recurrent Network for Video Obj...	2019-03-13	Code
56	AGS	49	No	-	-	Code
57	SiamMask	45.8	No	Fast Online Object Tracking and Segmentation: A ...	2018-12-12	Code
58	MuG-W	44.5	No	Learning Video Object Segmentation from Unlabele...	2020-03-10	Code
59	FAVOS	44.2	No	Fast and Accurate Online Video Object Segmentati...	2018-06-06	Code
60	PDB	43	No	-	-	-
61	RVOS	27.3	No	RVOS: End-to-End Recurrent Network for Video Obj...	2019-03-13	Code

#1Cutie+ (base, MEGA)SOTA
91.4
F-measure (Mean)· Extra Data· 2023-10-19
Putting the Object Back into Video Object Segmentation Code
#2Cutie (base, MEGA)
89.9
F-measure (Mean)· Extra Data· 2023-10-19
Putting the Object Back into Video Object Segmentation Code
#3Cutie+ (base)
89.2
F-measure (Mean)· 2023-10-19
Putting the Object Back into Video Object Segmentation Code
#4SwinB-AOST (L'=3, MS)SOTA
88.5
F-measure (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#5SwinB-AOTv2-L
87.9
F-measure (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#6JIMD-R50
87.4
F-measure (Mean)· 2024-09-22
Memory Matching is not Enough: Jointly Improving Memory Matching and Decoding for Video Object Segmentation
#7XMem (BL30K, MS)
87
F-measure (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#8DEVA
86.8
F-measure (Mean)· Extra Data· 2023-09-07
Tracking Anything with Decoupled Video Segmentation Code
#9SwinB-DeAOT-L
86.7
F-measure (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#10SwinB-AOST (L'=3)
86.6
F-measure (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#11XMem (MS)
86.4
F-measure (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#12XMem (BL30K, 600p)
85.8
F-measure (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#13QDMN
85.4
F-measure (Mean)· Extra Data· 2022-07-16
Learning Quality-aware Dynamic Memory for Video Object Segmentation Code
#14SwinB-AOT-LSOTA
85.1
F-measure (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#15XMem (BL30K)
84.7
F-measure (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#16XMem
84.5
F-measure (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#17R50-DeAOT-L
84.5
F-measure (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#18RPCMVOS-Full-Res
84.3
F-measure (Mean)· 2021-12-06
Reliable Propagation-Correction Modulation for Video Object Segmentation Code
#19R50-AOST (L'=3)
83.6
F-measure (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#20STCN
83.5
F-measure (Mean)· Extra Data· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#21XMem (DAVIS and YouTubeVOS only)
83.4
F-measure (Mean)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#22R50-AOT-L
83.3
F-measure (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#23RPCMVOS
82.6
F-measure (Mean)· 2021-12-06
Reliable Propagation-Correction Modulation for Video Object Segmentation Code
#24HMMN
82.5
F-measure (Mean)· Extra Data· 2021-09-23
Hierarchical Memory Matching Network for Video Object Segmentation Code
#25AOT-L
82.3
F-measure (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#26R50-AOST (L'=2)
81.7
F-measure (Mean)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#27DeAOT-L
81.7
F-measure (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#28CFBI+SOTA
81.6
F-measure (Mean)· 2020-10-13
Collaborative Video Object Segmentation by Multi-Scale Foreground-Background Integration Code
#29KMNSOTA
80.3
F-measure (Mean)· 2020-07-16
Kernelized Memory Network for Video Object Segmentation Code
#30MiVOS
80.2
F-measure (Mean)· Extra Data· 2021-03-14
Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusion Code
#31DeAOT-B
79.9
F-measure (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#32AOT-B
79.3
F-measure (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#33DeAOT-S
79
F-measure (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#34CFBISOTA
78.5
F-measure (Mean)· 2020-03-18
Collaborative Video Object Segmentation by Foreground-Background Integration Code
#35RMNet
78.1
F-measure (Mean)· Extra Data· 2021-03-24
Efficient Regional Memory Network for Video Object Segmentation Code
#36AOT-S
77.5
F-measure (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#37DeAOT-T
77.3
F-measure (Mean)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#38PReMVOSSOTA
75.8
F-measure (Mean)· 2018-07-24
PReMVOS: Proposal-generation, Refinement and Merging for Video Object Segmentation Code
#39AOT-T
75.7
F-measure (Mean)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#40STM
75.2
F-measure (Mean)· Extra Data· 2019-04-01
Video Object Segmentation using Space-Time Memory Networks Code
#41MHP-VOS
72.7
F-measure (Mean)· 2019-04-17
MHP-VOS: Multiple Hypotheses Propagation for Video Object Segmentation Code
#42LSMVOS
71.2
F-measure (Mean)· 2020-09-02
LSMVOS: Long-Short-Term Similarity Matching for Video Object Code
#43CINMSOTA
70.5
F-measure (Mean)· 2018-03-26
CNN in MRF: Video Object Segmentation via Inference in A CNN-Based Higher-Order Spatio-Temporal MRF
#44LucidSOTA
69.9
F-measure (Mean)· 2017-03-28
Lucid Data Dreaming for Video Object Segmentation Code
#45e-OSVOS
68.6
F-measure (Mean)· 2020-12-03
Make One-Shot Video Object Segmentation Efficient Again Code
#46SSM-VOS
63.8
F-measure (Mean)
No paperCode
#47OSVOS-S
62.1
F-measure (Mean)· 2017-09-18
Video Object Segmentation Without Temporal Information
#48UnOVSOT
62
F-measure (Mean)· 2020-01-15
UnOVOST: Unsupervised Offline Video Object Segmentation and Tracking Code
#49FEELVOS
60.9
F-measure (Mean)· 2019-02-25
FEELVOS: Fast End-to-End Embedding Learning for Video Object Segmentation Code
#50Siam R-CNN
58.6
F-measure (Mean)· 2019-11-28
Siam R-CNN: Visual Tracking by Re-Detection Code
#51RANet
57.3
F-measure (Mean)· 2019-08-19
RANet: Ranking Attention Network for Fast Video Object Segmentation Code
#52AGAME
55.3
F-measure (Mean)· 2018-11-28
A Generative Appearance Model for End-to-end Video Object Segmentation Code
#53CapsuleVOS
55.2
F-measure (Mean)· 2019-09-30
CapsuleVOS: Semi-Supervised Video Object Segmentation Using Capsule Routing Code
#54RGMP
54.4
F-measure (Mean)
No paperCode
#55RVOS
52.6
F-measure (Mean)· 2019-03-13
RVOS: End-to-End Recurrent Network for Video Object Segmentation Code
#56AGS
49
F-measure (Mean)
No paperCode
#57SiamMask
45.8
F-measure (Mean)· 2018-12-12
Fast Online Object Tracking and Segmentation: A Unifying Approach Code
#58MuG-W
44.5
F-measure (Mean)· 2020-03-10
Learning Video Object Segmentation from Unlabeled Videos Code
#59FAVOS
44.2
F-measure (Mean)· 2018-06-06
Fast and Accurate Online Video Object Segmentation via Tracking Parts Code
#60PDB
43
F-measure (Mean)
No paper
#61RVOS
27.3
F-measure (Mean)· 2019-03-13
RVOS: End-to-End Recurrent Network for Video Object Segmentation Code