Table 3.
Performance matrix for training and evaluation (4 garment types).
Models |
Training |
Testing |
|||||
---|---|---|---|---|---|---|---|
RMSE | MAE | R2 | RMSE | MAE | R2 | ||
Blazer | ANN (1HL) | 0.0031 | 0.0023 | 0.8770 | 0.0012 | 0.0009 | 0.8886 |
SVR | 0.0121 | 0.0099 | −0.9427 | 0.0117 | 0.0142 | −16.3981 | |
KNN | 0.0061 | 0.0046 | 0.5508 | 0.0085 | 0.0202 | −11.2558 | |
MLR | 0.0025 | 0.0020 | 0.9208 | 0.0374 | 0.0511 | −87.4852 | |
Long-sleeved shirt | ANN (1HL) | 0.0070 | 0.0039 | 0.8866 | 0.0022 | 0.0012 | 0.9627 |
SVR | 0.0192 | 0.0007 | −0.6219 | 0.03915 | 0.0012 | −78.2865 | |
KNN | 0.0102 | 0.0003 | 0.5495 | 0.0450 | 0.0010 | −87.9119 | |
MLR | 0.0040 | 0.0001 | 0.9308 | 0.1157 | 0.0022 | −228.4546 | |
Short-sleeved shirt | ANN (1HL) | 0.0081 | 0.0042 | 0.8812 | 0.0038 | 0.0023 | 0.9787 |
SVR | 0.0203 | 0.0029 | −0.5203 | 0.0638 | 0.0034 | −14.7377 | |
KNN | 0.0107 | 0.0015 | 0.5784 | 0.0615 | 0.0030 | −14.0414 | |
MLR | 0.0055 | 0.0008 | 0.8898 | 0.0811 | 0.0080 | −15.8907 | |
Trousers | ANN (1HL) | 0.0032 | 0.0022 | 0.8992 | 0.0008 | 0.0005 | 0.9683 |
SVR | 0.0164 | 0.0151 | −2.1174 | 0.0162 | 0.0158 | −28.0462 | |
KNN | 0.0057 | 0.0032 | 0.5957 | 0.0097 | 0.0283 | −22.3827 | |
MLR | 0.0025 | 0.0017 | 0.9263 | 0.0302 | 0.0328 | −62.4016 |
Note: HL means hidden layer.