3 papers
cs.CV2026
MAD: Microenvironment-Aware Distillation -- A Pretraining Strategy for Virtual Spatial Omics from Microscopy
Jiashu Han, Kunzan Liu, Yeojin Kim +2
Bridging microscopy and omics would allow us to read molecular states from images-at single-cell resolution and tissue scale-without the cost and throughput limits of omics technol…
physics.optics2024
System- and Sample-agnostic Isotropic 3D Microscopy by Weakly Physics-informed, Domain-shift-resistant Axial Deblurring
Jiashu Han, Kunzan Liu, Keith B. Isaacson +3
Three-dimensional (3D) subcellular imaging is essential for biomedical research, but the diffraction limit of optical microscopy compromises axial resolution, hindering accurate 3D…
eess.IV2023
Learned, uncertainty-driven adaptive acquisition for photon-efficient scanning microscopy
Cassandra Tong Ye, Jiashu Han, Kunzan Liu +4
Scanning microscopy systems, such as confocal and multiphoton microscopy, are powerful imaging tools for probing deep into biological tissue. However, scanning systems have an inhe…