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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Kaushal Sambanna

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Conference Jul 2026

LS-PolypSeg: A Parameter-Efficient LoRA-Enhanced SAM3 Framework for Polyp Segmentation

Accurate polyp segmentation is essential for early detection of colorectal cancer, where precise delineation of lesion boundaries directly impacts clinical decision-making. Despite significant progress, existing convolutional methods often struggle to capture global contextual information, while transformerbased and fo...

Sanjana Jhansi Ganji, Panigrahi Srikanth, Kaushal Sambanna et al. · 0 citations

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