FALCON: Feature Driven Selective Classification for Energy-Efficient Image Recognition

no code implementations • 12 Sep 2016 • Priyadarshini Panda, Aayush Ankit, Parami Wijesinghe, Kaushik Roy

We evaluate our approach for a 12-object classification task on the Caltech101 dataset and 10-object task on CIFAR-10 dataset by constructing FALCON models on the NeuE platform in 45nm technology.

BIG-bench Machine Learning Classification +1

Significance Driven Hybrid 8T-6T SRAM for Energy-Efficient Synaptic Storage in Artificial Neural Networks

no code implementations • 27 Feb 2016 • Gopalakrishnan Srinivasan, Parami Wijesinghe, Syed Shakib Sarwar, Akhilesh Jaiswal, Kaushik Roy

Our analysis on a widely used digit recognition dataset indicates that the voltage can be scaled by 200mV from the nominal operating voltage (950mV) for practically no loss (less than 0. 5%) in accuracy (22nm predictive technology).

General Classification