89 citations · 149 across the 5 of their papers we have counts for
5 papers
Mapping Spiking Neural Networks to Neuromorphic Hardware
Adarsha Balaji, Anup Das, Yuefeng Wu +7
Neuromorphic hardware platforms implement biological neurons and synapses to execute spiking neural networks (SNNs) in an energy-efficient manner. We present SpiNeMap, a design met…
Mapping of Local and Global Synapses on Spiking Neuromorphic Hardware
Anup Das, Yuefeng Wu, Khanh Huynh +3
Spiking Neural Networks (SNNs) are widely deployed to solve complex pattern recognition, function approximation and image classification tasks. With the growing size and complexity…
Heartbeat Classification in Wearables Using Multi-layer Perceptron and Time-Frequency Joint Distribution of ECG
Anup Das, Francky Catthoor, Siebren Schaafsma
Heartbeat classification using electrocardiogram (ECG) data is a vital assistive technology for wearable health solutions. We propose heartbeat feature classification based on a no…
LocalNorm: Robust Image Classification through Dynamically Regularized Normalization
Bojian Yin, Siebren Schaafsma, Henk Corporaal +2
While modern convolutional neural networks achieve outstanding accuracy on many image classification tasks, they are, compared to humans, much more sensitive to image degradation.…
Unsupervised Heart-rate Estimation in Wearables With Liquid States and A Probabilistic Readout
Anup Das, Paruthi Pradhapan, Willemijn Groenendaal +7
Heart-rate estimation is a fundamental feature of modern wearable devices. In this paper we propose a machine intelligent approach for heart-rate estimation from electrocardiogram…