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nafnet

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End-to-end deep-learning framework that super-resolves and colorizes monochrome infrared (IR) satellite imagery into realistic, semantically-faithful RGB - no hallucinations - to boost object interpretation. Bharatiya Antariksh Hackathon 2026 · Problem Statement 10.

  • Updated Jun 21, 2026
  • Python

損傷した古典籍くずし字画像のマスクガイド付き二段階修復フレームワーク — UNet++による文字領域推定 + 5種の復元モデル比較/ Mask-guided two-stage framework for restoring damaged Kuzushiji documents

  • Updated Jul 20, 2026
  • Python

developed an adaptive X-ray denoising framework that intelligently routes each pixel through either a fast direct-mapping path (Enhanced NAFNet) or a high-fidelity diffusion path, ensuring high-quality, structurally accurate, and computationally efficient enhancement of noisy radiographs.

  • Updated Jan 21, 2026
  • Python

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