Point Cloud Quality Assessment on SJTU-PCQA benchmark leaderboard · SOTA2 Research

Point Cloud Quality Assessment on SJTU-PCQA

0.924PLCCTCDM

Evaluation Results

Method	Links
TCDM2026.01		0.924	0.924	0.76	0.19
MM-PCQA2022.09		0.9226	0.9103	0.7838	0.7716
PHM2026.01		0.892	0.896	0.717	0.216
MS-GraphSIM2026.01		0.888	0.882	0.692	0.2
MS-ISSM2026.01		0.886	0.863	0.701	0.214
PCQM2022.09		0.8853	0.8644	0.7086	1.0862
MS-PSSIM2026.01		0.876	0.9	0.721	0.208
PCQM2021.07		0.8653	0.8544	0.6586	1.2162
PQA-net2022.09		0.8586	0.8372	0.6304	1.0719
GraphSIM2026.01		0.854	0.85	0.649	0.194
GraphSIM2021.07		0.8449	0.8483	0.6448	1.5721
GraphSIM2022.09		0.8449	0.8783	0.6947	1.0321
PSNR-yuv2022.09		0.817	0.795	0.6196	1.3151
MSE-p2po2022.09		0.8123	0.7294	0.5617	1.3613
ResSCNN2022.09		0.81	0.86	—	—
HD-p2po2022.09		0.7753	0.7157	0.5447	1.4475
PSSIM2026.01		0.759	0.721	0.525	0.207
NR-3DQA2021.07		0.7382	0.7144	0.5174	1.7686
3D-NSS2022.09		0.7382	0.7144	0.5174	1.7686
PointSSIM2021.07		0.7136	0.6867	0.4964	1.7001
PointSSIM2022.09		0.7136	0.6867	0.4964	1.7001
HD-p2pl2022.09		0.6874	0.6441	0.4565	2.1255
PCMRR2021.07		0.6101	0.4816	0.3362	1.9342
PB-PCQA2021.07		0.6076	0.602	—	1.8635
ResCNN2021.07		0.5975	0.6187	—	—
MSE-p2pl2022.09		0.594	0.6277	0.4825	2.2815
PSNR-p2p2026.01		0.592	0.662	0.493	0.376
PCQM2026.01		0.576	0.772	0.589	0.243
FRSVR2026.01		0.549	0.679	0.478	0.198
PSNR-YUV2026.01		0.535	0.553	0.385	0.363
PSNR-p2pl2026.01		0.534	0.602	0.444	0.4
BRISQUE2022.09		0.4214	0.3975	0.2966	2.0937
NIQE2021.07		0.3764	0.2214	0.1512	2.2671
SSIM2021.07		0.3476	0.2987	0.1919	2.177
NIQE2022.09		0.242	0.1379	0.1009	2.2622
PSNR2021.07		0.2317	0.2422	0.1077	2.3124
BRISQUE2021.07		0.2241	0.2051	0.1121	2.2428
IL-NIQE2022.09		0.1603	0.0837	0.0594	2.3378