Publications by authors named "Akhilesh R Jaiswal"
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Synopsis of recent research by authors named "Akhilesh R Jaiswal"
- Akhilesh R Jaiswal's recent research primarily focuses on developing energy-efficient processing paradigms for image sensors and TinyML applications, emphasizing the need for advanced computing techniques that can handle large data streams while operating under resource constraints.
- His work on "Neuromorphic-PM" explores in-pixel computation capabilities that enhance energy efficiency by generating low-level features directly from pixel arrays in CMOS image sensors, which aids in improving the performance of edge devices with limited computing resources.
- Additionally, Jaiswal investigates the co-design of algorithms and hardware for Spiking Neural Networks (SNNs) to achieve low-latency and efficient deep learning solutions for complex tasks like 3D image recognition, highlighting an innovative approach to optimize the operations of neural networks.
