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CNN & ResNet
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Abraham KOLOBOE committed Oct 18, 2024
1 parent 6c567c8 commit 23b9411
Showing 1 changed file with 10 additions and 10 deletions.
20 changes: 10 additions & 10 deletions main.py
Original file line number Diff line number Diff line change
Expand Up @@ -275,29 +275,29 @@ def zip_directory(directory_path, zip_path):
resnet = create_resnet_model(num_classes)
resnet = compile_model(resnet)

efficent_net = create_efficientnet_model(num_classes)
efficent_net = compile_model(efficent_net)
# efficent_net = create_efficientnet_model(num_classes)
# efficent_net = compile_model(efficent_net)

vgg16 = create_vgg16_model(num_classes)
vgg16 = compile_model(vgg16)
# vgg16 = create_vgg16_model(num_classes)
# vgg16 = compile_model(vgg16)

# Train models
history_cnn = train_model(cnn, train_ds, val_ds, "cnn", epochs=epochs)
history_resnet = train_model(resnet, train_ds, val_ds, "resnet", epochs=epochs)
history_efficent_net = train_model(efficent_net, train_ds, val_ds, "efficent_net", epochs=epochs)
history_vgg16 = train_model(vgg16, train_ds, val_ds, "vgg16", epochs=epochs)
# history_efficent_net = train_model(efficent_net, train_ds, val_ds, "efficent_net", epochs=epochs)
# history_vgg16 = train_model(vgg16, train_ds, val_ds, "vgg16", epochs=epochs)

# Plot training history
plot_training_history(history_cnn, "CNN")
plot_training_history(history_resnet, "ResNet")
plot_training_history(history_efficent_net, "EfficientNet")
plot_training_history(history_vgg16, "VGG16")
# plot_training_history(history_efficent_net, "EfficientNet")
# plot_training_history(history_vgg16, "VGG16")

# Evaluate models
evaluate_model(cnn, val_ds, "cnn")
evaluate_model(resnet, val_ds, "resnet")
evaluate_model(efficent_net, val_ds, "efficent_net")
evaluate_model(vgg16, val_ds, "vgg16")
# evaluate_model(efficent_net, val_ds, "efficent_net")
# evaluate_model(vgg16, val_ds, "vgg16")



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