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Deepak Ranjan Nayak

3 papers · 2025–2026 · 2 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Silver

Venues

WACV (2) MICCAI (1)

Top co-authors

Snehashis Majhi (3) Debesh Jha (3) Tapas K. Dutta (1) Tapas Kumar Dutta (1) Shivanshu Agnihotri (1)

Research topics

Machine Learning (2) Application Areas (2) Learning Types (2) Artificial Intelligence (1) Computer Vision (1) Healthcare & Medicine (1) Clinical (1) Core AI (1) Domain-Specific (1)

Keywords

polyp segmentation (2) vision transformer (1) domain generalization (1) transfer learning (1) domain adaptation (1) medical imaging (1) semantic segmentation (1) state space model (1) foundation model (1) frequency domain (1) semantic prior (1) zero-shot segmentation (1) knowledge distillation (1)

Papers

From SAM to DINOv2: Towards Distilling Foundation Models to Lightweight Baselines for Generalized Polyp Segmentation WACV 2026 Mamba Guided Boundary Prior Matters: A New Perspective for Generalized Polyp Segmentation MICCAI 2025 SAM-Mamba: Mamba Guided SAM Architecture for Generalized Zero-Shot Polyp Segmentation WACV 2025