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Video Object Segmentation
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YouTube-VOS 2018
Video Object Segmentation on YouTube-VOS 2018
Metric: Mean Jaccard & F-Measure (higher is better)
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#
Model
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Mean Jaccard & F-Measure
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Extra Data
Paper
Date
↕
Code
1
XMem (BL30K, MS)
86.9
No
XMem: Long-Term Video Object Segmentation with a...
2022-07-14
Code
2
AOT
84.1
No
BATMAN: Bilateral Attention Transformer in Motio...
2022-08-01
-
3
RPCMVOS
84
No
Reliable Propagation-Correction Modulation for V...
2021-12-06
Code
4
STCN
83
No
BATMAN: Bilateral Attention Transformer in Motio...
2022-08-01
-
5
CFBI+
82.8
No
Collaborative Video Object Segmentation by Multi...
2020-10-13
Code
6
LCM
82
No
BATMAN: Bilateral Attention Transformer in Motio...
2022-08-01
-
7
TransVOS
81.8
No
BATMAN: Bilateral Attention Transformer in Motio...
2022-08-01
-
8
SST
81.7
No
BATMAN: Bilateral Attention Transformer in Motio...
2022-08-01
-
9
LWL
81.5
No
BATMAN: Bilateral Attention Transformer in Motio...
2022-08-01
-
10
KMN
81.4
No
Kernelized Memory Network for Video Object Segme...
2020-07-16
-
11
AFB-URR
79.6
No
Video Object Segmentation with Adaptive Feature ...
2020-10-15
Code
12
STM
79.4
No
BATMAN: Bilateral Attention Transformer in Motio...
2022-08-01
-
13
UniVS(Swin-L)
71.5
Yes
UniVS: Unified and Universal Video Segmentation ...
2024-02-28
Code
#1
XMem (BL30K, MS)
SOTA
86.9
Mean Jaccard & F-Measure
· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model
Code
#2
AOT
84.1
Mean Jaccard & F-Measure
· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#3
RPCMVOS
SOTA
84
Mean Jaccard & F-Measure
· 2021-12-06
Reliable Propagation-Correction Modulation for Video Object Segmentation
Code
#4
STCN
83
Mean Jaccard & F-Measure
· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#5
CFBI+
SOTA
82.8
Mean Jaccard & F-Measure
· 2020-10-13
Collaborative Video Object Segmentation by Multi-Scale Foreground-Background Integration
Code
#6
LCM
82
Mean Jaccard & F-Measure
· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#7
TransVOS
81.8
Mean Jaccard & F-Measure
· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#8
SST
81.7
Mean Jaccard & F-Measure
· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#9
LWL
81.5
Mean Jaccard & F-Measure
· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#10
KMN
SOTA
81.4
Mean Jaccard & F-Measure
· 2020-07-16
Kernelized Memory Network for Video Object Segmentation
#11
AFB-URR
79.6
Mean Jaccard & F-Measure
· 2020-10-15
Video Object Segmentation with Adaptive Feature Bank and Uncertain-Region Refinement
Code
#12
STM
79.4
Mean Jaccard & F-Measure
· 2022-08-01
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
#13
UniVS(Swin-L)
71.5
Mean Jaccard & F-Measure
· Extra Data
· 2024-02-28
UniVS: Unified and Universal Video Segmentation with Prompts as Queries
Code