Will upscaling add noise or just remove MP3 artifacts?
Neural MP3 upscaling reconstructs coherent signal, not noise. It removes compression artifacts while rebuilding harmonic content. The result is cleaner than the original MP3, with measurable improvement in SNR and spectral flatness.