Ultra-high-resolution unpaired stain transformation via Kernelized Instance Normalization. (arXiv:2208.10730v1 [eess.IV])

While hematoxylin and eosin (H&E) is a standard staining procedure,
immunohistochemistry (IHC) staining further serves as a diagnostic and
prognostic method. However, acquiring special staining results requires
substantial costs.

Hence, we proposed a strategy for ultra-high-resolution unpaired
image-to-image translation: Kernelized Instance Normalization (KIN), which
preserves local information and successfully achieves seamless stain
transformation with constant GPU memory usage. Given a patch, corresponding
position, and a kernel, KIN computes local statistics using convolution
operation. In addition, KIN can be easily plugged …

arxiv normalization transformation