drvikasgaur commited on
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09e7319
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1 Parent(s): 045c94f

Update app.py

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  1. app.py +12 -68
app.py CHANGED
@@ -1314,94 +1314,38 @@ def build_ui():
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  font-size: 12.5px;
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  line-height: 1.35;
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  }}
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- details {{
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- margin-top: 12px;
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- padding: 10px 12px;
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- border-radius: 12px;
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- background: rgba(255,255,255,0.03);
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- border: 1px solid rgba(255,255,255,0.08);
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  }}
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- summary {{ cursor: pointer; font-weight: 800; font-size: 13px; }}
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- .muted {{ opacity: 0.85; font-size: 12.5px; line-height: 1.35; margin-top: 6px; }}
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- ul, ol {{ margin: 8px 0 0 18px; }}
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- li {{ margin: 4px 0; }}
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- .footer {{ margin-top: 10px; opacity: 0.70; font-size: 12px; }}
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  </style>
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  <div class="wrap">
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-
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  <div class="hero">
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  <h2>TB X-ray screening assistant (research / decision support)</h2>
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- <p>
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- Upload chest X-rays to get an AI screening score, heatmaps, and a simple consensus output.
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- Designed to be safer on imperfect inputs (phone photos / WhatsApp / screenshots).
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- </p>
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  <div class="chips">
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  <span class="chip"><b>{MODEL_NAME_TBNET}</b> + Grad-CAM</span>
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  <span class="chip">Auto Lung Mask + fail-safe</span>
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- <span class="chip"><b>{MODEL_NAME_RADIO}</b> RAW / MASKED</span>
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  <span class="chip">Consensus: ✅ LOW · ⚠️ INDET · ⚠️ SCREEN+ · 🚩 TB+</span>
 
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  </div>
 
 
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  </div>
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  <div class="warn">
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  <b>Clinical disclaimer:</b> Not diagnostic. TB can be subtle (incl. miliary TB).
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- If TB is clinically suspected, pursue microbiology (CBNAAT/GeneXpert, sputum) and/or CT chest
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- <b>regardless of AI output</b>.
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  </div>
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- <details>
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- <summary>Phone / WhatsApp Mode — when should I use it?</summary>
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- <div class="muted">
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- Use this for <b>WhatsApp-forwarded</b> images, <b>phone photos</b> of films/screens, or <b>screenshots</b> with borders.
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- It applies:
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- <ul>
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- <li><b>Safe border crop</b> (only when borders are detected)</li>
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- <li><b>Conditional CLAHE</b> (only when underexposed / low detail)</li>
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- <li><b>Quality warnings</b> (blur, over/underexposure, heavy borders)</li>
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- </ul>
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- <div class="muted"><b>Tip:</b> Keep it <b>OFF</b> for clean digital exports.</div>
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- </div>
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- </details>
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-
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- <details>
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- <summary>Explainability & safety checks</summary>
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- <div class="muted">
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- <ul>
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- <li><b>Grad-CAM</b> highlights regions influencing TBNet.</li>
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- <li><b>RADIO heatmaps</b> show model attention (RAW and sometimes MASKED).</li>
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- <li><b>Fail-safe:</b> if lung masking looks unreliable, scoring is disabled → indeterminate.</li>
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- <li><b>Quality score</b> warns when reliability may be reduced.</li>
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- </ul>
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- </div>
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- </details>
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-
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- <details>
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- <summary>How to use</summary>
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- <div class="muted">
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- <ol>
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- <li>Click <b>Continue</b> to open the interface.</li>
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- <li>Upload one or more X-ray images.</li>
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- <li>Enable <b>Phone/WhatsApp Mode</b> if your images are phone/WhatsApp/screenshot.</li>
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- <li>(Optional) Enable <b>{MODEL_NAME_RADIO}</b> for a second model + heatmaps.</li>
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- <li>Click <b>Run Analysis</b>.</li>
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- </ol>
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- </div>
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- </details>
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-
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- <details>
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- <summary>Privacy / processing (HF Spaces)</summary>
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- <div class="muted">
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- Images are processed by the Space runtime. Avoid uploading personally identifiable medical data.
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- Prefer anonymized images when possible.
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- </div>
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- </details>
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-
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  <div class="footer">
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- Device policy: <b>{DEVICE}</b> (FORCE_CPU={FORCE_CPU})
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  </div>
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-
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  </div>
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  """
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  )
 
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  font-size: 12.5px;
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  line-height: 1.35;
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  }}
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+ .tip {{
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+ margin-top: 10px;
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+ opacity: 0.85;
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+ font-size: 12.5px;
 
 
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  }}
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+ .footer {{ margin-top: 10px; opacity: 0.65; font-size: 12px; }}
 
 
 
 
1323
  </style>
1324
 
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  <div class="wrap">
 
1326
  <div class="hero">
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  <h2>TB X-ray screening assistant (research / decision support)</h2>
1328
+ <p>Upload chest X-rays to get an AI screening score, heatmaps, and a simple consensus output.</p>
 
 
 
1329
 
1330
  <div class="chips">
1331
  <span class="chip"><b>{MODEL_NAME_TBNET}</b> + Grad-CAM</span>
1332
  <span class="chip">Auto Lung Mask + fail-safe</span>
1333
+ <span class="chip"><b>{MODEL_NAME_RADIO}</b> RAW/MASKED</span>
1334
  <span class="chip">Consensus: ✅ LOW · ⚠️ INDET · ⚠️ SCREEN+ · 🚩 TB+</span>
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+ <span class="chip">Phone/WhatsApp Mode (safe preprocessing)</span>
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  </div>
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+
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+ <div class="tip"><b>Tip:</b> Enable Phone/WhatsApp Mode for phone photos, WhatsApp-forwarded images, or screenshots with borders.</div>
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  </div>
1340
 
1341
  <div class="warn">
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  <b>Clinical disclaimer:</b> Not diagnostic. TB can be subtle (incl. miliary TB).
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+ If TB is clinically suspected, pursue CBNAAT/GeneXpert/sputum and/or CT chest regardless of AI output.
 
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  </div>
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  <div class="footer">
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+ Device: <b>{DEVICE}</b> (FORCE_CPU={FORCE_CPU})
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  </div>
 
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  </div>
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  """
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  )