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Mallikarjun Anandhalli

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Open access Sep 2026

Multi-stage generative enhancement and foundation model framework for automated dental implant identification: assessing the preprocessing paradox

Artificial intelligence-based image analysis is transforming medical diagnosis; however, its clinical usefulness is limited by inherent noise and the quality of available medical datasets. Recent advances in generative AI promise to improve image quality through denoising, enhanced resolution, and more. This study appl...

Veena Benakatti, Ramesh P. Nayakar, Mallikarjun Anandhalli · 0 citations

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