Combining deblurring and denoising for handheld HDR imaging in low light conditions

Abstract

This paper proposes a probability formulation that unifies both single-image deblurring and multi-image denoising using variational inference. Based on this formulation, a new algorithm for deblurring a noisy and blurry image pair is presented. Besides, we provide also an approach that combines existing optical flow and image denoising techniques for High Dynamic Range imaging.