Research Article

Accurate Multilevel Classification for Wildlife Images

Table 3

Results for multilevel classification that includes different convolutional backbones, input image resolution, and data augmentation techniques.

IDConv. backboneResolutionData augmentationTop-1Top-5

MADenseNet201250 × 250Standard0.510.78
MBDenseNet201250 × 250Central Crop0.520.79
MCDenseNet201250 × 250Multiscale Crop0.510.78
MDDenseNet201300 × 300Standard0.580.83
MEDenseNet201300 × 300Central Crop0.590.84
MFDenseNet201300 × 300Multiscale Crop0.610.85
MGEfficientNetB5250 × 250Standard0.530.82
MHEfficientNetB5250 × 250Central Crop0.530.81
MIEfficientNetB5250 × 250Multiscale Crop0.540.84
MJEfficientNetB5300 × 300Standard0.610.87
MKEfficientNetB5300 × 300Central Crop0.620.87
MLEfficientNetB5300 × 300Multiscale Crop0.620.88