pHVI-ISPNet achieves state-of-the-art perceptual quality in night photography rendering by combining HVI color space with wavelet feature propagation, sample-adaptive losses, and distribution-based color constancy on the NTIRE 2025 NPR dataset.
Image super-resolution using very deep residual channel attention networks
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Beyond Pixel Fidelity: Minimizing Perceptual Distortion and Color Bias in Night Photography Rendering
pHVI-ISPNet achieves state-of-the-art perceptual quality in night photography rendering by combining HVI color space with wavelet feature propagation, sample-adaptive losses, and distribution-based color constancy on the NTIRE 2025 NPR dataset.