A benchmark of DDPM and LDM on colon pathology patches shows DDPM slightly outperforms LDM, and a pretrained model can generate images at unseen patch sizes, with mixed classification gains.
Between generating noise and generating images: Noise in the correct frequency improves the quality of synthetic histopathology images for digital pathology
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Comparative Analysis of Diffusion Generative Models in Computational Pathology
A benchmark of DDPM and LDM on colon pathology patches shows DDPM slightly outperforms LDM, and a pretrained model can generate images at unseen patch sizes, with mixed classification gains.