Video Object Segmentation on DAVIS 2016 val

Metric: G (higher is better)

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#	Model↕	G▼	Extra Data	Paper	Date↕	Code
1	GSANet	88.9	No	Guided Slot Attention for Unsupervised Video Obj...	2023-03-15	Code
2	DEVA (DIS)	88.9	Yes	Tracking Anything with Decoupled Video Segmentat...	2023-09-07	Code
3	FakeFlow	88.5	No	Improving Unsupervised Video Object Segmentation...	2024-07-16	-
4	DPA	87.6	No	Dual Prototype Attention for Unsupervised Video ...	2022-11-22	Code
5	AMP	87.3	No	Adaptive Multi-source Predictor for Zero-shot Vi...	2023-03-18	Code
6	TMO (MiT-b1)	87.2	No	Treating Motion as Option to Reduce Motion Depen...	2022-09-04	Code
7	TMO (RN-101)	86.1	No	Treating Motion as Option to Reduce Motion Depen...	2022-09-04	Code
8	D2Conv3D	86	No	-	-	Code
9	PMN	85.9	No	Unsupervised Video Object Segmentation via Proto...	2022-09-08	Code
10	DLDA	85.75	Yes	Self-supervised Video Object Segmentation with D...	2024-01-25	-
11	IMP	85.6	No	Iteratively Selecting an Easy Reference Frame Ma...	2021-12-23	-
12	RTNet	85.2	No	-	-	Code
13	TransportNet	84.8	No	-	-	-
14	AMC-Net	84.6	No	-	-	Code
15	3DC-Seg	84.5	No	Making a Case for 3D Convolutions for Object Seg...	2020-08-26	Code
16	F2Net	83.7	No	F2Net: Learning to Focus on the Foreground for U...	2020-12-04	-
17	FSNet	83.3	No	Full-Duplex Strategy for Video Object Segmentation	2021-08-06	Code
18	DFNet	82.6	No	Learning Discriminative Feature with CRF for Uns...	2020-08-04	-
19	MATNet	81.6	No	Motion-Attentive Transition for Zero-Shot Video ...	2020-03-09	Code
20	WCS-Net	81.5	No	-	-	-
21	AD-Net	81.1	No	Anchor Diffusion for Unsupervised Video Object S...	2019-10-24	Code
22	COSNet	80	No	See More, Know More: Unsupervised Video Object S...	2020-01-19	Code
23	AGNN	79.9	No	Zero-Shot Video Object Segmentation via Attentiv...	2020-01-19	Code
24	AGS	78.6	No	-	-	Code
25	PDB	75.9	No	-	-	-

#1GSANetSOTA
88.9
G· 2023-03-15
Guided Slot Attention for Unsupervised Video Object Segmentation Code
#2DEVA (DIS)
88.9
G· Extra Data· 2023-09-07
Tracking Anything with Decoupled Video Segmentation Code
#3FakeFlow
88.5
G· 2024-07-16
Improving Unsupervised Video Object Segmentation via Fake Flow Generation
#4DPASOTA
87.6
G· 2022-11-22
Dual Prototype Attention for Unsupervised Video Object Segmentation Code
#5AMP
87.3
G· 2023-03-18
Adaptive Multi-source Predictor for Zero-shot Video Object Segmentation Code
#6TMO (MiT-b1)SOTA
87.2
G· 2022-09-04
Treating Motion as Option to Reduce Motion Dependency in Unsupervised Video Object Segmentation Code
#7TMO (RN-101)
86.1
G· 2022-09-04
Treating Motion as Option to Reduce Motion Dependency in Unsupervised Video Object Segmentation Code
#8D2Conv3D
86
G
No paperCode
#9PMN
85.9
G· 2022-09-08
Unsupervised Video Object Segmentation via Prototype Memory Network Code
#10DLDA
85.75
G· Extra Data· 2024-01-25
Self-supervised Video Object Segmentation with Distillation Learning of Deformable Attention
#11IMPSOTA
85.6
G· 2021-12-23
Iteratively Selecting an Easy Reference Frame Makes Unsupervised Video Object Segmentation Easier
#12RTNet
85.2
G
No paperCode
#13TransportNet
84.8
G
No paper
#14AMC-Net
84.6
G
No paperCode
#153DC-SegSOTA
84.5
G· 2020-08-26
Making a Case for 3D Convolutions for Object Segmentation in Videos Code
#16F2Net
83.7
G· 2020-12-04
F2Net: Learning to Focus on the Foreground for Unsupervised Video Object Segmentation
#17FSNet
83.3
G· 2021-08-06
Full-Duplex Strategy for Video Object Segmentation Code
#18DFNetSOTA
82.6
G· 2020-08-04
Learning Discriminative Feature with CRF for Unsupervised Video Object Segmentation
#19MATNetSOTA
81.6
G· 2020-03-09
Motion-Attentive Transition for Zero-Shot Video Object Segmentation Code
#20WCS-Net
81.5
G
No paper
#21AD-NetSOTA
81.1
G· 2019-10-24
Anchor Diffusion for Unsupervised Video Object Segmentation Code
#22COSNet
80
G· 2020-01-19
See More, Know More: Unsupervised Video Object Segmentation with Co-Attention Siamese Networks Code
#23AGNN
79.9
G· 2020-01-19
Zero-Shot Video Object Segmentation via Attentive Graph Neural Networks Code
#24AGS
78.6
G
No paperCode
#25PDB
75.9
G
No paper