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Author

Dongjin Kim

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Preprint Oct 2026

ODDR: One-Step Deshadow Diffusion via Reward Guidance

Recent advances in deep learning for shadow removal have significantly enhanced image quality and realism. However, most approaches rely on real-world paired datasets, which are costly to collect and often limited in scene diversity, leading to limited generalization. To address these limitations, we propose One-step D...

Junseong Shin, Kijun Kim, Minseong Kim et al. · 0 citations
Aug 2026

sRGB Real Noise Modeling via Noise-Aware Sampling with Normalizing Flows

A new NF framework is introduced that allows us to both classify noise based on camera settings and generate various noisy images, and demonstrates exceptional noise quality and leads in denoising performance on benchmark datasets.

Dongjin Kim, Donggoo Jung, Sun-Mee Baik et al. · 7 citations · ⚡2

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