A statistical theory for blind denoising: minimax estimation of the noise level from a single sample

Zhuoer Shen

Motivated by blind denoising in diffusion models, we study estimation of an unknown Gaussian noise level from a single high-dimensional observation, assuming the signal law P is kn…