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Add application file
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- app.py +25 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_00.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_01.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_02.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_03.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_04.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_05.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_06.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_07.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_08.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_09.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_10.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_11.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_12.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_13.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_02_00.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_02_01.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_02_02.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_02_03.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_02_04.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_02_05.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_02_06.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_02_07.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_02_08.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_02_09.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_02_10.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_02_11.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_02_12.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_02_13.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_03_00.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_03_01.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_03_02.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_03_03.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_03_04.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_03_05.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_03_06.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_03_07.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_03_08.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_03_09.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_03_10.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_03_11.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_03_12.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_03_13.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_04_00.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_04_01.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_04_02.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_04_03.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_04_04.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_04_05.jpg +0 -0
- data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_04_06.jpg +0 -0
app.py
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import gradio as gr
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import tensorflow as tf
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import os
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def create_path_name(file_path, folder_path):
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return folder_path + file_path
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path_monkeyPox = "./data/Original Images/Original Images/Monkey Pox/"
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path_other = "./data/Original Images/Original Images/Others/"
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monkeyPox_data = list(map(lambda x : create_path_name(x,path_monkeyPox), os.listdir(path_monkeyPox)))
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other_data = list(map(lambda x : create_path_name(x,path_other), os.listdir(path_other)))
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model = tf.keras.models.load_model('./monkey pox_82.75.h5')
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def classify_image(img):
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img = img.reshape((-1,224,224,3))
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prediction = model.predict(img).flatten()
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confidences = {'monkeypox': float(prediction[0]), 'other':float(prediction[1])}
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return confidences
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gr.Interface(fn=classify_image,
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inputs=gr.Image(shape=(224,224)),
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outputs=gr.Label(),
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examples=[monkeyPox_data[0], monkeyPox_data[1], other_data[0], other_data[1]]
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).launch()
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_00.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_01.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_02.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_03.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_04.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_05.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_06.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_07.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_08.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_09.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_10.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_11.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_12.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_13.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_02_00.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_02_01.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_02_02.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_02_03.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_02_04.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_02_05.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_02_06.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_02_07.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_02_08.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_02_09.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_02_10.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_02_11.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_02_12.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_02_13.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_03_00.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_03_01.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_03_06.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_03_07.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_03_10.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_03_11.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_03_12.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_03_13.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_04_00.jpg
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data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_04_06.jpg
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