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Muhammed Syed Ali

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#artificial intelligence Open access Nov 2026

SPOTnet: weakly-supervised specular reflection detection and removal for minimally invasive surgery

Specular reflections are a common artefact in minimally invasive surgery, obscuring anatomical landmarks and degrading downstream computer vision systems relied upon for artificial intelligence-assisted surgical analysis. Existing approaches either require labour-intensive annotation or fail to generalise across hetero...

Mahmood Alam, Muhammad Bilal, Ufaq Khan et al. · 0 citations

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