Table 13 Benchmark of the proposed model
From: Comparing pre-trained models for efficient leaf disease detection: a study on custom CNN
Model | Time to process 1000 images in seconds | Model | Size in megabytes |
|---|---|---|---|
DenseNet201 | 182.19 | DenseNet201 | 240.91 |
EfficientNetB3 | 107.8 | EfficientNetB3 | 144.4 |
EfficientNetB4 | 149.15 | EfficientNetB4 | 240.91 |
InceptionResNetV2 | 196.13 | InceptionResNetV2 | 673.45 |
MobileNetV2 | 32.67 | MobileNetV2 | 35.2 |
resnet50 | 126.34 | ResNet50 | 293.99 |
ResNet152 | 326.53 | ResNet152 | 719.97 |
VGG16 | 310.54 | VGG16 | 178.82 |
Xception | 131.33 | Xception | 260.21 |
LDDTA | 21.55 | LDDTA | 2.36 |