no code implementations • 25 Jul 2021 • Sumon Kumar Bose, Deepak Singla, Arindam Basu
As compared to fully digital implementation, IMF enables > 70x energy savings and a > 3x improvement of processing time when tested with the video recordings from a DAVIS sensor and achieves a peak throughput of 134. 4 GOPS.
no code implementations • 21 Aug 2020 • Bapi Kar, Pradeep Kumar Gopalakrishnan, Sumon Kumar Bose, Mohendra Roy, Arindam Basu
An additional 42% energy saving can be achieved when a lighter version of OPIUM method is used for training with the same number of data samples lead to no significant compromise on the quality of inference.
no code implementations • 27 Feb 2020 • Sumon Kumar Bose, Jyotibdha Acharya, Arindam Basu
In this paper, we review recent work published over the last 3 years under the umbrella of Neuromorphic engineering to analyze what are the common features among such systems.
no code implementations • 4 Dec 2019 • Sumon Kumar Bose, Bapi Kar, Mohendra Roy, Pradeep Kumar Gopalakrishnan, Zhang Lei, Aakash Patil, Arindam Basu
However, on the detection of anomalies, the complexity of the network and computing precision are adaptively increased for accurate predictions.
no code implementations • 19 Oct 2018 • Mohendra Roy, Sumon Kumar Bose, Bapi Kar, Pradeep Kumar Gopalakrishnan, Arindam Basu
Most of these are handcrafted features, where these are manually obtained based on the nature of the raw data.