Stochastic Hessian Estimates for Block-wise Full-Reference Image Quality Metrics
September 23, 2026
This method enables in-loop rate-distortion optimization by approximating full-reference metrics like LPIPS as input-dependent quadratic distortions. It uses stochastic Hessian estimates to allow block-wise decomposition, overcoming the traditional requirement for fully decoded images in non-SSE metrics.
HOW THIS AFFECTS YOU
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researcherYou can use high-fidelity perceptual metrics directly within the RDO loop of video codecs.