Research Article

Generating Point Cloud from Measurements and Shapes Based on Convolutional Neural Network: An Application for Building 3D Human Model

Table 3

Average error on each part of 3D male and female models after activating the CNN model (the test set is comprised of damaged and undamaged samples).

PartTrain/male (%)Train/female (%)Test/male (undamaged) (%)Test/female (undamaged) (%)Test/male (damaged) (%)Test/female (damaged) (%)Test/male (average) (%)Test/female (average) (%)

Torso7.4211.266.469.7410.7315.798.5912.765
Left arm8.2415.206.6815.8310.8726.118.7720.97
Right arm12.9912.2310.8312.3314.7213.8212.7713.075
Left leg8.787.267.597.4011.229.929.408.66
Right leg8.398.017.817.4511.8113.269.8110.35
Average9.1610.597.8710.5511.8715.789.8613.16