Point Cloud Quality Assessment

Benchmarks

Dataset Name	SOTA Method	Metric
WPC	MS-ISSM	PLCC0.931	48	1mo ago
SJTU WPC 2.0 (cross-dataset)		SRCC0.8972	44	1mo ago
LS-PCQA (test)	MPED	PLCC0.7	44	1mo ago
SJTU-PCQA (test)	MPED	PLCC0.915	42	1mo ago
SJTU-PCQA	TCDM	PLCC0.924	38	1mo ago
PCQA Oc (Octree-based Compression Distortion)	TCDM	PLCC0.899	23	1mo ago
SJTU WPC (cross-dataset)	UPDA	SRCC0.8173	22	1mo ago
WPC (5-fold cross-validation)	DisPA	SROCC0.788	16	1mo ago
SJTU-PCQA (5-fold cross-validation)	DisPA	SROCC0.908	16	1mo ago
WPC (test)	CoPA	SROCC0.779	16	1mo ago
WPC 2.0	MM-PCQA	SRCC0.8023	14	1mo ago
WPC 2.0 (test)	MM-PCQA	PLCC0.7753	14	1mo ago
PCQA Vc (Video-based Compression Distortion)	MS-ISSM	PLCC0.914	12	1mo ago
PCQA Tc (Trisoup-based Compression Distortion)	MS-ISSM	PLCC0.93	12	1mo ago
PCQA Mx (Mixing Distortion)	TCDM	PLCC0.932	12	1mo ago
PCQA Ns (Noise Distortion)	MS-ISSM	PLCC0.919	12	1mo ago
PCQA Ds (Downsampling Distortion)	GraphSIM	PLCC0.939	12	1mo ago
ALL	MS-ISSM	PLCC0.913	12	1mo ago
ICIP	TCDM	PLCC0.958	12	1mo ago
M-PCCD	MS-ISSM	PLCC0.944	12	1mo ago
WPC Pineapple content (test)	COPP-Net	PLCC0.9571	12	1mo ago
WPC Mushroom content (test)	COPP-Net	PLCC0.9495	12	1mo ago
WPC Cauliflower content (test)	COPP-Net	PLCC0.919	12	1mo ago
WPC Banana content (test)	COPP-Net	PLCC0.9121	12	1mo ago
SJTU-PCQA Type 7 color noise & geometry gaussian noise	UPDA	SRCC0.9632	11	1mo ago

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