Update app.py
Browse files
app.py
CHANGED
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# Face Detection-Based AI Automation of Lab Tests
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#
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import gradio as gr
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import cv2
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import numpy as np
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import mediapipe as mp
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mp_face_mesh = mp.solutions.face_mesh
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face_mesh = mp_face_mesh.FaceMesh(static_image_mode=True, max_num_faces=1, refine_landmarks=True, min_detection_confidence=0.5)
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@@ -34,112 +36,36 @@ def get_risk_color(value, normal_range):
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return ("Normal", "✅", "#CCFFCC")
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def
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build_table("🩸 Hematology", [("Hemoglobin", hb, (13.5, 17.5)), ("WBC Count", wbc, (4.0, 11.0)), ("Platelets", platelets, (150, 450))]),
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build_table("🧬 Iron & Liver Panel", [("Iron", iron, (60, 170)), ("Ferritin", ferritin, (30, 300)), ("TIBC", tibc, (250, 400)), ("Bilirubin", bilirubin, (0.3, 1.2))]),
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build_table("🧪 Kidney, Thyroid & Stress", [("Creatinine", creatinine, (0.6, 1.2)), ("TSH", tsh, (0.4, 4.0)), ("Cortisol", cortisol, (5, 25))]),
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build_table("🧁 Metabolic Panel", [("Fasting Blood Sugar", fbs, (70, 110)), ("HbA1c", hba1c, (4.0, 5.7))]),
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build_table("❤️ Vital Signs", [("SpO2", spo2, (95, 100)), ("Heart Rate", heart_rate, (60, 100)), ("Respiratory Rate", rr, (12, 20))])
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])
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summary = "<div style='margin-top:20px;padding:12px;border:1px dashed #999;background:#fcfcfc;'>"
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summary += "<h4>📝 Summary for You</h4><ul>"
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if hb < 13.5:
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summary += "<li>Your hemoglobin is a bit low — this could mean mild anemia. Consider a CBC test and iron supplements.</li>"
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if iron < 60 or ferritin < 30:
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summary += "<li>Signs of low iron storage detected. An iron profile blood test is recommended.</li>"
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if bilirubin > 1.2:
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summary += "<li>Some signs of jaundice were detected. Please consult for a Liver Function Test (LFT).</li>"
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if hba1c > 5.7:
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summary += "<li>Your HbA1c is slightly elevated — this can signal pre-diabetes. A fasting glucose test may help.</li>"
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if spo2 < 95:
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summary += "<li>Oxygen levels appear below normal. Please recheck with a pulse oximeter if symptoms persist.</li>"
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summary += "</ul><p><strong>💡 Tip:</strong> This is an AI-based screening and should be followed up with a lab visit for confirmation.</p></div>"
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html_output += summary
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html_output += "<br><div style='margin-top:20px;padding:12px;border:2px solid #2d87f0;background:#f2faff;text-align:center;border-radius:8px;'>"
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html_output += "<h4>📞 Book a Lab Test</h4>"
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html_output += "<p>Prefer to get your tests confirmed at a nearby center? Click below to find certified labs in your area.</p>"
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html_output += "<button style='padding:10px 20px;background:#007BFF;color:#fff;border:none;border-radius:5px;cursor:pointer;'>Find Labs Near Me</button>"
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html_output += "</div>"
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lang_blocks = """
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<div style='margin-top:20px;padding:12px;border:1px dashed #999;background:#f9f9f9;'>
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<h4>🗣️ Summary in Your Language</h4>
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<details><summary><b>Hindi</b></summary><ul>
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<li>आपका हीमोग्लोबिन थोड़ा कम है — यह हल्के एनीमिया का संकेत हो सकता है। कृपया CBC और आयरन टेस्ट करवाएं।</li>
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<li>लो आयरन स्टोरेज देखा गया है। एक आयरन प्रोफाइल टेस्ट की सिफारिश की जाती है।</li>
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<li>जॉन्डिस के लक्षण देखे गए हैं। कृपया LFT करवाएं।</li>
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<li>HbA1c थोड़ा बढ़ा हुआ है — यह प्री-डायबिटीज़ का संकेत हो सकता है।</li>
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<li>ऑक्सीजन स्तर कम दिख रहा है। पल्स ऑक्सीमीटर से दोबारा जांचें।</li>
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</ul></details>
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<details><summary><b>Telugu</b></summary><ul>
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<li>మీ హిమోగ్లోబిన్ కొంచెం తక్కువగా ఉంది — ఇది తేలికపాటి అనీమియా సూచించవచ్చు. CBC, Iron పరీక్ష చేయించండి.</li>
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<li>Iron నిల్వలు తక్కువగా కనిపించాయి. Iron ప్రొఫైల్ బ్లడ్ టెస్ట్ చేయించండి.</li>
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<li>జాండీస్ సంకేతాలు గుర్తించబడ్డాయి. LFT చేయించండి.</li>
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<li>HbA1c కొంచెం పెరిగింది — ఇది ప్రీ-డయాబెటిస్ సూచించవచ్చు.</li>
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<li>ఆక్సిజన్ స్థాయి తక్కువగా ఉంది. తిరిగి పరీక్షించండి.</li>
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</ul></details>
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</div>
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"""
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html_output += lang_blocks
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return html_output, frame_rgb
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# Gradio App Layout
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with gr.Blocks() as demo:
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gr.Markdown("""
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# 🧠 Face-Based Lab Test AI Report
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Upload a face photo to infer health diagnostics with AI-based visual markers.
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""")
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with gr.Row():
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with gr.Column(scale=1):
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image_input = gr.Image(type="numpy", label="📸 Upload Face Image")
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submit_btn = gr.Button("🔍 Analyze")
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with gr.Column(scale=2):
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result_html = gr.HTML(label="🧪 Health Report Table")
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result_image = gr.Image(label="📷 Face Scan Annotated")
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submit_btn.click(fn=analyze_face, inputs=image_input, outputs=[result_html, result_image])
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gr.Markdown("""
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---
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✅ Table Format • Color-coded Status • Normal Range View • Multilingual Summary • Booking Prompt
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""")
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demo.launch()
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# Face Detection-Based AI Automation of Lab Tests
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# UI: Clean table, multilingual summary, PDF-ready
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import gradio as gr
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import cv2
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import numpy as np
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import mediapipe as mp
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from fpdf import FPDF
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import os
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mp_face_mesh = mp.solutions.face_mesh
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face_mesh = mp_face_mesh.FaceMesh(static_image_mode=True, max_num_faces=1, refine_landmarks=True, min_detection_confidence=0.5)
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else:
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return ("Normal", "✅", "#CCFFCC")
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def generate_pdf_report(image, results_dict, summary_text):
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pdf = FPDF()
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pdf.add_page()
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pdf.set_font("Arial", "B", 16)
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pdf.cell(0, 10, "SL Diagnostics - Face Scan AI Lab Report", ln=True, align='C')
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if image is not None:
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img_path = "patient_face.jpg"
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cv2.imwrite(img_path, cv2.cvtColor(image, cv2.COLOR_RGB2BGR))
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pdf.image(img_path, x=80, y=25, w=50)
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os.remove(img_path)
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pdf.ln(60)
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pdf.set_font("Arial", "B", 12)
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pdf.cell(0, 10, "Results Summary", ln=True)
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pdf.set_font("Arial", "", 10)
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for key, val in results_dict.items():
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if isinstance(val, (int, float)):
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pdf.cell(0, 8, f"{key}: {val}", ln=True)
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pdf.ln(5)
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pdf.set_font("Arial", "B", 12)
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pdf.cell(0, 10, "AI Summary (English)", ln=True)
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pdf.set_font("Arial", "", 10)
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for line in summary_text.split("<li>"):
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if "</li>" in line:
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clean = line.split("</li>")[0].strip()
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pdf.multi_cell(0, 8, f"- {clean}")
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output_path = "/mnt/data/SL_Diagnostics_Face_Scan_Report.pdf"
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pdf.output(output_path)
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return output_path
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