Video Object Segmentation on DAVIS 2017 (val)

Metric: Jaccard (higher is better)

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#	Model↕	Jaccard▼	Extra Data	Paper	Date↕	Code
1	XMem (BLK30K, MS)	86.3	No	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
2	XMem	82.9	No	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
3	AOT	82.3	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
4	STCN	82.2	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
5	TransVOS	81.4	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
6	RPCMVOS	81.3	No	Reliable Propagation-Correction Modulation for V...	2021-12-06	Code
7	RMN	81	No	Understanding Catastrophic Forgetting and Rememb...	2021-02-22	Code
8	LCM	80.5	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
9	CFBI+	80.1	No	Collaborative Video Object Segmentation by Multi...	2020-10-13	Code
10	KMN	80	No	Kernelized Memory Network for Video Object Segme...	2020-07-16	-
11	SST	79.9	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
12	CFBI	79.3	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
13	STM	79.2	No	Video Object Segmentation using Space-Time Memor...	2019-04-01	-
14	LWL	79.1	No	BATMAN: Bilateral Attention Transformer in Motio...	2022-08-01	-
15	AFB-URR	73	No	Video Object Segmentation with Adaptive Feature ...	2020-10-15	Code
16	UniVS(Swin-L)	72.8	Yes	UniVS: Unified and Universal Video Segmentation ...	2024-02-28	Code

#1XMem (BLK30K, MS)SOTA
86.3
Jaccard· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#2XMem
82.9
Jaccard· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#3AOT
82.3
Jaccard· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#4STCN
82.2
Jaccard· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#5TransVOS
81.4
Jaccard· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#6RPCMVOSSOTA
81.3
Jaccard· 2021-12-06
Reliable Propagation-Correction Modulation for Video Object Segmentation Code
#7RMNSOTA
81
Jaccard· 2021-02-22
Understanding Catastrophic Forgetting and Remembering in Continual Learning with Optimal Relevance Mapping Code
#8LCM
80.5
Jaccard· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#9CFBI+SOTA
80.1
Jaccard· 2020-10-13
Collaborative Video Object Segmentation by Multi-Scale Foreground-Background Integration Code
#10KMNSOTA
80
Jaccard· 2020-07-16
Kernelized Memory Network for Video Object Segmentation
#11SST
79.9
Jaccard· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#12CFBI
79.3
Jaccard· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#13STMSOTA
79.2
Jaccard· 2019-04-01
Video Object Segmentation using Space-Time Memory Networks
#14LWL
79.1
Jaccard· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#15AFB-URR
73
Jaccard· 2020-10-15
Video Object Segmentation with Adaptive Feature Bank and Uncertain-Region Refinement Code
#16UniVS(Swin-L)
72.8
Jaccard· Extra Data· 2024-02-28
UniVS: Unified and Universal Video Segmentation with Prompts as Queries Code