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Author

V. Nguyen

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Conference Jul 2026

GroundMed-SAM: Prompt-based Zero-shot Medical Image Segmentation

Medical image segmentation is a key component of computer-aided diagnosis and treatment planning. Despite substantial progress in deep learning–based models, most existing approaches depend heavily on large annotated datasets and often fail to generalize across heterogeneous clinical environments, limiting their deploy...

V. Nguyen, Hoang Quan Luong, Phuc Ngoc Pham · 0 citations
Conference Jul 2026

Improving GI Polyp Segmentation with a Balanced-Mix-Driven

Gastrointestinal (GI) endoscopy is a cornerstone diagnostic procedure for detecting inflammatory diseases, polyps, and early-stage cancers. Recent advances in deep learning have significantly improved automated endoscopic image analysis; however, their performance remains limited by scarce annotations, severe class imb...

V. Nguyen, Nhat Duong Nguyen Nguyen, Dung Nguyen Van Tuan et al. · 0 citations

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