298 citations · 418 across the 13 of their papers we have counts for
4 papers · 1 filter
Within-Camera Multilayer Perceptron DVS Denoising
A. Rios-Navarro, S. Guo, G Abarajithan +5
In-camera event denoising reduces the data rate of event cameras by filtering out noise at the source. A lightweight multilayer perceptron denoising filter (MLPF) provides state-of…
Dynamic Vision Sensor integration on FPGA-based CNN accelerators for high-speed visual classification
Alejandro Linares-Barranco, Antonio Rios-Navarro, Ricardo Tapiador-Morales +1
Deep-learning is a cutting edge theory that is being applied to many fields. For vision applications the Convolutional Neural Networks (CNN) are demanding significant accuracy for…
NullHop: A Flexible Convolutional Neural Network Accelerator Based on Sparse Representations of Feature Maps
Alessandro Aimar, Hesham Mostafa, Enrico Calabrese +8
Convolutional neural networks (CNNs) have become the dominant neural network architecture for solving many state-of-the-art (SOA) visual processing tasks. Even though Graphical Pro…
Comprehensive Evaluation of OpenCL-based Convolutional Neural Network Accelerators in Xilinx and Altera FPGAs
R. Tapiador, A. Rios-Navarro, A. Linares-Barranco +3
Deep learning has significantly advanced the state of the art in artificial intelligence, gaining wide popularity from both industry and academia. Special interest is around Convol…