Updated October 2013
H Talebi and P. Milanfar,
" Global Image Denoising
IEEE Transactions on Image Processing, to appear
The global approach goes beyond the dominant paradigm of non-local patch-based processing, which we have shown to be inherently limited. Pixels are denoised individually, not as patches. And every pixel helps denoise every other pixel. And the performance always gets better with larger images.
" A Tour of Modern Image Filtering
IEEE Signal Processing Magazine vol. 30, no. 1, January 2013, pp. 106 -128
This is my "treatise" on some key intersecting ideas in image processing, machine vision, learning, and graphics that have defined the modern era of adaptive processing using non-parametric methods.