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app.py

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+##importing the libraries
+
+import torch
+import cv2
+import os
+import numpy as np
+import pandas as pd
+import gradio as gr
+from ultralytics import YOLO
+
+
+# Load your trained model
+model = YOLO('best.pt')
+
+### Preprocess the new image
+
+def predict_image(test_image):
+    # save images
+    results = model.predict(test_image, save=True, conf=0.1, batch=2)
+    return results
+        
+
+
+
+platform = gr.Interface( fn = predict_image, 
+                        title ="PTCADx: Computer-Aided Detection of Pneumothorax in Chest X-ray Images",
+                        inputs = "image", 
+                        outputs = "label",
+                        description="""
+                        Introducing a revolutionary computer-aided detection tool designed to enhance the efficiency of clinicians in detecting pneumothorax in chest X-ray images. 
+                        """,
+                        article = """ 
+                        It is crucial to emphasize that while this tool serves as a valuable research aid, 
+                        it is not intended to replace clinical guidelines, 
+                        nor should it substitute for the wealth of clinical knowledge 
+                        and experience possessed by healthcare professionals. 
+                        The algorithm is meant to complement and support the diagnostic process, 
+                        providing an additional layer of analysis for consideration in conjunction with the clinician's expertise. 
+                        Users are encouraged to interpret the algorithm's output in conjunction with their clinical judgment, 
+                        and the tool should be viewed as a supplementary resource rather than a standalone diagnostic solution.
+                        """ )
+
+
+platform.launch(inline=True,share=True)

best.pt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:3c44493f1f1f8816ea639dc49b703a08dac578206bc0981fc5921f87a72a406f
+size 136731817

requirements.txt

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+ultralytics==8.1.4
+numpy==1.26.0
+gradio==4.16.0
+gradio_client==0.8.1
+pandas==2.1.0
+torch==2.1.2
+torchvision==0.16.2
+opencv-python==4.8.1.78
+openpyxl==3.1.2