Table 1.
Comparison of studies (Artwork).
| Authors | Year | Dataset | Range (Acquisition) | Methods (Processing) | Accuracy |
|---|---|---|---|---|---|
| Polak et al. | 2017 | Own dataset | MIR (Firefly IR) | PCA, SVM | 67% |
| NIR (Red Eye 1.7) | PCA, SVM | 78% | |||
| Casini et al. | 2015 | Own dataset | VNIR | Customized Software | N/A |
| Daniel et al. | 2016 | CNR-IFAC open-access on-line database of reflectance spectra | VNIR | SAM | N/A |
| Deborah et al. | 2015 | Own dataset | HSI-ALL | DM | N/A |
| Marg. | N/A | ||||
| SCMM | N/A | ||||
| Wang et al. | 2016 | Own dataset | VNIR | SSA (Spectral-Only) | 80.6% |
| PCA (Spatial-Only) | 72.5% | ||||
| Combination | 84.6% | ||||
| CNN (Spatial-Only) | 58.4% | ||||
| Grabowski et al. | 2017 | Own dataset | SWIR (Tempera canvas) | Own Algorithm | 91.16% |
| SWIR (Tempera paper) | Own Algorithm | 89.76% | |||
| SWIR (Oil canvas) | Own Algorithm | 62.83% | |||
| SWIR (Oil paper) | Own Algorithm | 79.36% |