Author

Hayden Vance

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Preprint Sep 2026

DNF-SR: Dual-Input and Negative-Aware Feature Fine-Tuning for Real-World Image Super-Resolution

This study proposes DNF-SR, a dual-input and Negative-aware Feature fine-tuning method for Real-ISR that uses a dual-input strategy that concatenates the original LR image with the noisy LR input and feeds them into a diffusion-based image editing model, ensuring both high-fidelity one-step super-resolution and improve...

Shu-Hao Han, Wen-Jie Liao, Hayden Vance et al. · 1 citation