Video Object Segmentation on DAVIS 2017 (val)

Metric: F-measure (higher is better)

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#	Model↕	F-measure▼	Extra Data	Paper	Date↕	Code
1	XMem (BLK30K, MS)	92.6	No	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
2	XMem	89.5	No	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
3	BATMAN	89.3	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
4	STCN	88.6	No	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
5	AOT	87.5	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
6	LCM	86.5	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
7	TransVOS	86.4	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
8	RMN	86	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
9	CFBI+	85.7	No	Collaborative Video Object Segmentation by Multi...	2020-10-13	Code
10	KMN	85.6	No	Kernelized Memory Network for Video Object Segme...	2020-07-16	-
11	SST	85.1	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
12	CFBI	84.5	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
13	STM	84.3	No	Video Object Segmentation using Space-Time Memor...	2019-04-01	-
14	LWL	84.1	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
15	UniVS(Swin-L)	79.5	Yes	UniVS: Unified and Universal Video Segmentation ...	2024-02-28	Code
16	AFB-URR	76.1	No	Video Object Segmentation with Adaptive Feature ...	2020-10-15	Code

#1XMem (BLK30K, MS)SOTA
92.6
F-measure· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#2XMem
89.5
F-measure· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#3BATMAN
89.3
F-measure· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#4STCNSOTA
88.6
F-measure· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#5AOT
87.5
F-measure· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#6LCM
86.5
F-measure· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#7TransVOS
86.4
F-measure· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#8RMN
86
F-measure· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#9CFBI+SOTA
85.7
F-measure· 2020-10-13
Collaborative Video Object Segmentation by Multi-Scale Foreground-Background Integration Code
#10KMNSOTA
85.6
F-measure· 2020-07-16
Kernelized Memory Network for Video Object Segmentation
#11SST
85.1
F-measure· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#12CFBI
84.5
F-measure· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#13STMSOTA
84.3
F-measure· 2019-04-01
Video Object Segmentation using Space-Time Memory Networks
#14LWL
84.1
F-measure· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#15UniVS(Swin-L)
79.5
F-measure· Extra Data· 2024-02-28
UniVS: Unified and Universal Video Segmentation with Prompts as Queries Code
#16AFB-URR
76.1
F-measure· 2020-10-15
Video Object Segmentation with Adaptive Feature Bank and Uncertain-Region Refinement Code