Research questionHow can legacy SDR video be converted into convincing HDR while recovering detail in shadows and highlights?A single nonlinear SDR video lacks the exposure range needed to represent both dark and bright regions faithfully. Conversion must infer missing scene information while preserving coherent video appearance and detail across the tonal range.