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model.py
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model.py
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from keras.models import load_model
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import numpy as np
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labels = ['Chalky Soil', 'Mary Soil', 'Sand', 'Slit SOil', 'Alluvial Soil', 'Black Soil', 'Clay Soil', 'Red Soil']
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MODEL_PATH = r"DenseNet121v2_95.h5"
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def load_CNN_model():
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model = load_model(MODEL_PATH)
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print("model loaded")
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return model
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def classify_image(img):
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model = load_CNN_model()
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prediction = model.predict(img)
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predicted_class = np.argmax(prediction)
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predicted_label = labels[predicted_class]
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accuracy = prediction[0][predicted_class]
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return predicted_label, accuracy
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