Exploring the Deep Feature Space of a Cell Classification Neural Network

no code implementations • 15 Nov 2018 • Ezra Webb, Cheng Lei, Chun-Jung Huang, Hirofumi Kobayashi, Hideharu Mikami, Keisuke Goda

This paper has two major sections.

Clustering Dimensionality Reduction +2

Modeling the Biological Pathology Continuum with HSIC-regularized Wasserstein Auto-encoders

no code implementations • 20 Jan 2019 • Denny Wu, Hirofumi Kobayashi, Charles Ding, Lei Cheng, Keisuke Goda Marzyeh Ghassemi

A crucial challenge in image-based modeling of biomedical data is to identify trends and features that separate normality and pathology.

Image Deconvolution via Noise-Tolerant Self-Supervised Inversion

1 code implementation • 11 Jun 2020 • Hirofumi Kobayashi, Ahmet Can Solak, Joshua Batson, Loic A. Royer

We propose a general framework for solving inverse problems in the presence of noise that requires no signal prior, no noise estimate, and no clean training data.

Denoising Image Deconvolution