136 citations · 925 across the 40 of their papers we have counts for
4 papers · 1 filter
NEURAghe: Exploiting CPU-FPGA Synergies for Efficient and Flexible CNN Inference Acceleration on Zynq SoCs
Paolo Meloni, Alessandro Capotondi, Gianfranco Deriu +5
Deep convolutional neural networks (CNNs) obtain outstanding results in tasks that require human-level understanding of data, like image or speech recognition. However, their compu…
A Transprecision Floating-Point Platform for Ultra-Low Power Computing
Giuseppe Tagliavini, Stefan Mach, Davide Rossi +2
In modern low-power embedded platforms, floating-point (FP) operations emerge as a major contributor to the energy consumption of compute-intensive applications with large dynamic…
A sub-mW IoT-endnode for always-on visual monitoring and smart triggering
Manuele Rusci, Davide Rossi, Elisabetta Farella +1
This work presents a fully-programmable Internet of Things (IoT) visual sensing node that targets sub-mW power consumption in always-on monitoring scenarios. The system features a…
Neurostream: Scalable and Energy Efficient Deep Learning with Smart Memory Cubes
Erfan Azarkhish, Davide Rossi, Igor Loi +1
High-performance computing systems are moving towards 2.5D and 3D memory hierarchies, based on High Bandwidth Memory (HBM) and Hybrid Memory Cube (HMC) to mitigate the main memory…