Abstract: Highlights•LFEM based on PointNet++ combined with graph convolution and offset attention mechanism is proposed.•FFPM based on Transformer is proposed to significantly improve the prediction accuracy for PC with complex textures.•A GLDBF based NR-PCQA is proposed to comprehensively analyze and predict the visual quality of distorted PC.
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