Xinkai Lyu

Efficient Online Training for Zero-Shot Time-Lapse Microscopy Denoising and Super-Resolution

In time-lapse microscopy, inherent noise significantly limits imaging sensitivity and increases measurement uncertainty. Due to the scarcity of clean data, zero-shot approaches have emerged as highly data-efficient solutions for microscopy denoising. However, existing methods typically process video…