Author

Biplab Poudel

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Preprint Oct 2026

GDBA-Net: A Gated Dual-Branch Adaptation of SAM2 for Robust Cross-Domain Nuclei Segmentation

Accurate nuclei segmentation underpins quantitative computational pathology, yet remains challenging due to morphological variability, weak boundaries, nuclear crowding, and pronounced domain shifts arising from differences in tissue preparation, staining, and acquisition. While deep learning and recent foundation mode...

Biplab Poudel, Betserai Albert Magarire, Anishi Shah et al. · 0 citations

Domain-aware and parameter-efficient computer vision for multi-domain scientific image analysis

This dissertation investigates how domain-aware computer vision frameworks, grounded in the combination of pretrained visual representations, domain-specific structural inductive biases, and parameterefficient adaptation can be designed to overcome shared challenges across diverse scientific imaging contexts and advanc...

Biplab Poudel · 0 citations