Ryan F. Forelli
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View article: Real-time cell sorting with scalable <i>in situ</i> FPGA-accelerated deep learning
Real-time cell sorting with scalable <i>in situ</i> FPGA-accelerated deep learning Open
In situ FPGA deployment of knowledge-distilled CNNs achieves 14.5 µs inference for real-time label-free cell sorting with 40× faster detection-to-trigger time than SOTA, enabling clinical-grade lymphocyte classification via 5000-fold compr…
View article: Real-Time Cell Sorting with Scalable In Situ FPGA-Accelerated Deep Learning
Real-Time Cell Sorting with Scalable In Situ FPGA-Accelerated Deep Learning Open
Precise cell classification is essential in biomedical diagnostics and therapeutic monitoring, particularly for identifying diverse cell types involved in various diseases. Traditional cell classification methods such as flow cytometry dep…
View article: Real-time cell sorting with scalable <i>in situ</i> FPGA-accelerated deep learning
Real-time cell sorting with scalable <i>in situ</i> FPGA-accelerated deep learning Open
In situ FPGA deployment of knowledge-distilled CNNs achieves 14.5 µs inference for real-time label-free cell sorting with 40× faster detection-to-trigger time than SOTA, enabling clinical-grade lymphocyte classification via 5000-fold compr…
View article: Low latency optical-based mode tracking with machine learning deployed on FPGAs on a tokamak
Low latency optical-based mode tracking with machine learning deployed on FPGAs on a tokamak Open
Active feedback control in magnetic confinement fusion devices is desirable to mitigate plasma instabilities and enable robust operation. Optical high-speed cameras provide a powerful, non-invasive diagnostic and can be suitable for these …
View article: Low latency optical-based mode tracking with machine learning deployed on FPGAs on a tokamak
Low latency optical-based mode tracking with machine learning deployed on FPGAs on a tokamak Open
Active feedback control in magnetic confinement fusion devices is desirable to mitigate plasma instabilities and enable robust operation. Optical high-speed cameras provide a powerful, non-invasive diagnostic and can be suitable for these …