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A Generalizable Strategy for Non-Invasive Deep Imaging vi... | ResearchHub
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ZO

Zihao Ou

A Generalizable Strategy for Non-Invasive Deep Imaging via Transient Tissue Transparency

ZO
Zihao Ou
Zihao Ou

Biophysicist at The University of Texas at Dallas

Posted Jun 29, 2026Biomedical Imaging TechnologiesDOI

Funding· Fully funded

$5,000of $5,000

100%

Reviewed by1

Key insightsBeta

Proposes T3RIE, using ML-guided discovery of biocompatible absorbing molecules to transiently reduce tissue scattering, plus in vivo validation for deep protein imaging in mice. Fits the RFP's biomedical optics and 6-month exploratory scope, and builds on the PI's prior Science 2024 work. Main concern: the timeline and $5,000 budget appear mismatched to combined ML training, pharmacokinetics, histopathology, and longitudinal imaging.

  • Strong PI Track Record
  • Genuine Innovation
  • Budget Mismatch
  • Aggressive Timeline