103 citations · 247 across the 13 of their papers we have counts for
3 papers · 1 filter
Tactics to Directly Map CNN graphs on Embedded FPGAs
Kamel Abdelouahab, Maxime Pelcat, Jocelyn Sérot +3
Deep Convolutional Neural Networks (CNNs) are the state-of-the-art in image classification. Since CNN feed forward propagation involves highly regular parallel computation, it bene…
Hardware Automated Dataflow Deployment of CNNs
Kamel Abdelouahab, Maxime Pelcat, Jocelyn Serot +3
Deep Convolutional Neural Networks (CNNs) are the state of the art systems for image classification and scene understating. However, such techniques are computationally intensive a…
A Holistic Approach for Optimizing DSP Block Utilization of a CNN implementation on FPGA
Kamel Abdelouahab, Cedric Bourrasset, Maxime Pelcat +3
Deep Neural Networks are becoming the de-facto standard models for image understanding, and more generally for computer vision tasks. As they involve highly parallelizable computat…