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Add application file

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  1. app.py +25 -0
  2. data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_00.jpg +0 -0
  3. data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_01.jpg +0 -0
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  14. data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_12.jpg +0 -0
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  36. data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_03_06.jpg +0 -0
  37. data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_03_07.jpg +0 -0
  38. data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_03_08.jpg +0 -0
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  40. data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_03_10.jpg +0 -0
  41. data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_03_11.jpg +0 -0
  42. data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_03_12.jpg +0 -0
  43. data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_03_13.jpg +0 -0
  44. data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_04_00.jpg +0 -0
  45. data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_04_01.jpg +0 -0
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  47. data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_04_03.jpg +0 -0
  48. data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_04_04.jpg +0 -0
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  50. data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_04_06.jpg +0 -0
app.py ADDED
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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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+
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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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+
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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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+
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+ model = tf.keras.models.load_model('./monkey pox_82.75.h5')
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+
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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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+
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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()
data/Augmented Images/Augmented Images/Monkeypox_augmented/M01_01_00.jpg ADDED
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