Image Analysis

Real-Time Cell Sorting with FPGA-Accelerated Deep Learning

Real-Time Cell Sorting with Scalable In Situ FPGA-Accelerated Deep Learning

This work presents a teacher-student ML framework using knowledge distillation for label-free lymphocyte classification (T4, T8, B cells) from bright-field images, deployed on FPGA with ultra-low 14.5 µs inference latency - 40× faster than previous state of the art.

Maskless image guided microfluidic prototyping

Rapid prototyping of high-resolution large format microfluidic device through maskless image guided in-situ photopolymerization

This paper achieves superior repeatability and fidelity in fabricating diverse, high-resolution microfluidic devices using image-guided in-situ maskless lithography, offering an affordable and efficient solution.