Video Object Segmentation on DAVIS 2017 (val)

Metric: Mean Jaccard & F-Measure (higher is better)

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#	Model↕	Mean Jaccard & F-Measure▼	Extra Data	Paper	Date↕	Code
1	XMem (BLK30K, MS)	89.5	No	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
2	XMem	86.2	No	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
3	BATMAN	86.2	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
4	STCN	85.4	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
5	AOT	84.9	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
6	TransVOS	83.9	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
7	RPCMVOS	83.7	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
8	RMN	83.5	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
9	CFBI+	82.9	No	Collaborative Video Object Segmentation by Multi...	2020-10-13	Code
10	KMN	82.8	No	Kernelized Memory Network for Video Object Segme...	2020-07-16	-
11	SST	82.5	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
12	CFBI	81.9	No	Collaborative Video Object Segmentation by Foreg...	2020-03-18	Code
13	LWL	81.6	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
14	UniVS(Swin-L)	76.2	Yes	UniVS: Unified and Universal Video Segmentation ...	2024-02-28	Code
15	AFB-URR	74.6	No	Video Object Segmentation with Adaptive Feature ...	2020-10-15	Code

#1XMem (BLK30K, MS)SOTA
89.5
Mean Jaccard & F-Measure· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#2XMem
86.2
Mean Jaccard & F-Measure· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#3BATMAN
86.2
Mean Jaccard & F-Measure· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#4STCN
85.4
Mean Jaccard & F-Measure· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#5AOT
84.9
Mean Jaccard & F-Measure· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#6TransVOS
83.9
Mean Jaccard & F-Measure· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#7RPCMVOSSOTA
83.7
Mean Jaccard & F-Measure· 2021-12-06
Reliable Propagation-Correction Modulation for Video Object Segmentation Code
#8RMN
83.5
Mean Jaccard & F-Measure· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#9CFBI+SOTA
82.9
Mean Jaccard & F-Measure· 2020-10-13
Collaborative Video Object Segmentation by Multi-Scale Foreground-Background Integration Code
#10KMNSOTA
82.8
Mean Jaccard & F-Measure· 2020-07-16
Kernelized Memory Network for Video Object Segmentation
#11SST
82.5
Mean Jaccard & F-Measure· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#12CFBISOTA
81.9
Mean Jaccard & F-Measure· 2020-03-18
Collaborative Video Object Segmentation by Foreground-Background Integration Code
#13LWL
81.6
Mean Jaccard & F-Measure· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#14UniVS(Swin-L)
76.2
Mean Jaccard & F-Measure· Extra Data· 2024-02-28
UniVS: Unified and Universal Video Segmentation with Prompts as Queries Code
#15AFB-URR
74.6
Mean Jaccard & F-Measure· 2020-10-15
Video Object Segmentation with Adaptive Feature Bank and Uncertain-Region Refinement Code