4 papers
Live Demonstration: Neuromorphic Radar for Gesture Recognition
Satyapreet Singh Yadav, Akash K S, Chandra Sekhar Seelamantula +1
We present a neuromorphic radar framework for real-time, low-power hand gesture recognition (HGR) using an event-driven architecture inspired by biological sensing. Our system comp…
Neural Signal Compression using RAMAN tinyML Accelerator for BCI Applications
Adithya Krishna, Sohan Debnath, Madhuvanthi Srivatsav +3
High-quality, multi-channel neural recording is indispensable for neuroscience research and clinical applications. Large-scale brain recordings often produce vast amounts of data t…
Theoretical Insight into Batch Normalization: Data Dependant Auto-Tuning of Regularization Rate
Lakshmi Annamalai, Chetan Singh Thakur
Batch normalization is widely used in deep learning to normalize intermediate activations. Deep networks suffer from notoriously increased training complexity, mandating careful in…
A Trainable Neuromorphic Integrated Circuit that Exploits Device Mismatch
Chetan Singh Thakur, Runchun Wang, Tara Julia Hamilton +2
Random device mismatch that arises as a result of scaling of the CMOS (complementary metal-oxide semi-conductor) technology into the deep submicron regime degrades the accuracy of…