Elenco Pubblicazioni - Publications (1524)
M. Cococcioni, F. Rossi, E. Ruffaldi, S. Saponara, "Experimental Results of Vectorized Posit-Based DNNs on a Real ARM SVE High Performance Computing Machine", ApplePies 2021
Written by FEDERICO ROSSI
Abstract: With the pervasiveness of deep neural networks in scenarios that bring real-time requirements, there is the increasing need for optimized arithmetic on high performance architectures. In this paper we adopt two key visions: i)…
E. Rapuano, T. Pacini, L. Fanucci - "A Post-training Quantization Method for the Design of Fixed-Point-Based FPGA/ASIC Hardware Accelerators for LSTM/GRU Algorithms", Hindawi Computational Intelligence and Neuroscience journal, 11 May 2022
Written by EMILIO RAPUANO
Recurrent Neural Networks (RNNs) have become important tools for tasks such as speech recognition, text generation, or natural language processing. However, their inference may involve up to billions of operations and their large number of…
Vecchio A., Anastasi G., Coccomini D., Guazzelli S., Lotano S., Zara G. (2020) Labeling of Activity Recognition Datasets: Detection of Misbehaving Users. In: O'Hare G., O'Grady M., O’Donoghue J., Henn P. (eds) Wireless Mobile Communication and Health
Written by DAVIDE ALESSANDRO COCCOMINI
Automatic recognition of user’s activities by means of wearable devices is a key element of many e-health applications, ranging from rehabilitation to monitoring of elderly citizens. Activity recognition methods generally rely on the availability of…
