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SOTA Point Cloud Quality Assessment benchmarks and papers with code | Wizwand
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Point Cloud Quality Assessment
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
WPC
MS-ISSM
PLCC
0.931
48
4d ago
SJTU WPC 2.0 (cross-dataset)
3DTA
SRCC
0.8972
44
4d ago
LS-PCQA (test)
MPED
PLCC
0.7
44
4d ago
SJTU-PCQA (test)
MPED
PLCC
0.915
42
4d ago
SJTU-PCQA
TCDM
PLCC
0.924
38
4d ago
PCQA Oc (Octree-based Compression Distortion)
TCDM
PLCC
0.899
23
4d ago
SJTU WPC (cross-dataset)
UPDA
SRCC
0.8173
22
4d ago
WPC (5-fold cross-validation)
DisPA
SROCC
0.788
16
4d ago
SJTU-PCQA (5-fold cross-validation)
DisPA
SROCC
0.908
16
4d ago
WPC (test)
CoPA
SROCC
0.779
16
4d ago
WPC 2.0
MM-PCQA
SRCC
0.8023
14
4d ago
WPC 2.0 (test)
MM-PCQA
PLCC
0.7753
14
4d ago
PCQA Vc (Video-based Compression Distortion)
MS-ISSM
PLCC
0.914
12
4d ago
PCQA Tc (Trisoup-based Compression Distortion)
MS-ISSM
PLCC
0.93
12
4d ago
PCQA Mx (Mixing Distortion)
TCDM
PLCC
0.932
12
4d ago
PCQA Ns (Noise Distortion)
MS-ISSM
PLCC
0.919
12
4d ago
PCQA Ds (Downsampling Distortion)
GraphSIM
PLCC
0.939
12
4d ago
ALL
MS-ISSM
PLCC
0.913
12
4d ago
ICIP
TCDM
PLCC
0.958
12
4d ago
M-PCCD
MS-ISSM
PLCC
0.944
12
4d ago
WPC Pineapple content (test)
COPP-Net
PLCC
0.9571
12
4d ago
WPC Mushroom content (test)
COPP-Net
PLCC
0.9495
12
4d ago
WPC Cauliflower content (test)
COPP-Net
PLCC
0.919
12
4d ago
WPC Banana content (test)
COPP-Net
PLCC
0.9121
12
4d ago
SJTU-PCQA Type 7 color noise & geometry gaussian noise
UPDA
SRCC
0.9632
11
4d ago
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