Sharper Insights for Safer Scans: AI for Low‑Dose CT Image Quality
Lowering CT radiation keeps patients safer—but it can make images noisy and blurry. LMM-IQA is an AI that judges low‑dose CT quality and explains what went wrong.
- Gives a quality score plus short, plain‑English notes on noise, blur, and contrast loss.
- Works without task‑specific training and gets better when given scan metadata.
- Uses error‑feedback to refine its assessments and boost consistency.
Why it matters: consistent, transparent image checks help clinicians spot when quality could hide disease, while keeping doses low.
Paper: http://arxiv.org/abs/2511.07298v1 • Code: https://github.com/itu-biai/lmms_ldct_iqa
Paper: http://arxiv.org/abs/2511.07298v1
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