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Point Cloud Quality Assessment research benchmarks · SOTA2 Research

Point Cloud Quality Assessment

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.931PLCC

48

Feb 26, 2026

SJTU WPC 2.0 (cross-dataset)

0.897SRCC

44

Feb 26, 2026

0.7PLCC

44

Feb 26, 2026

SJTU-PCQA (test)

0.915PLCC

42

Feb 26, 2026

0.924PLCC

38

Feb 26, 2026

PCQA Oc (Octree-based Compression Distortion)

0.899PLCC

23

Feb 26, 2026

SJTU WPC (cross-dataset)

0.817SRCC

22

Feb 26, 2026

WPC (5-fold cross-validation)

0.788SROCC

16

Feb 26, 2026

SJTU-PCQA (5-fold cross-validation)

0.908SROCC

16

Feb 26, 2026

0.779SROCC

16

Feb 26, 2026

0.802SRCC

14

Feb 26, 2026

0.775PLCC

14

Feb 26, 2026

PCQA Vc (Video-based Compression Distortion)

0.914PLCC

12

Feb 26, 2026

PCQA Tc (Trisoup-based Compression Distortion)

0.93PLCC

12

Feb 26, 2026

PCQA Mx (Mixing Distortion)

0.932PLCC

12

Feb 26, 2026

PCQA Ns (Noise Distortion)

0.919PLCC

12

Feb 26, 2026

PCQA Ds (Downsampling Distortion)

0.939PLCC

12

Feb 26, 2026

0.913PLCC

12

Feb 26, 2026

0.958PLCC

12

Feb 26, 2026

0.944PLCC

12

Feb 26, 2026

WPC Pineapple content (test)

0.957PLCC

12

Feb 26, 2026

WPC Mushroom content (test)

0.95PLCC

12

Feb 26, 2026

WPC Cauliflower content (test)

0.919PLCC

12

Feb 26, 2026

WPC Banana content (test)

0.912PLCC

12

Feb 26, 2026

SJTU-PCQA Type 7 color noise & geometry gaussian noise

0.963SRCC

11

Feb 26, 2026

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