2 papers
cs.AR2023
Design and Optimization of Residual Neural Network Accelerators for Low-Power FPGAs Using High-Level Synthesis
Filippo Minnella, Teodoro Urso, Mihai T. Lazarescu +1
Residual neural networks are widely used in computer vision tasks. They enable the construction of deeper and more accurate models by mitigating the vanishing gradient problem. The…
cs.AR2023
A DSP shared is a DSP earned: HLS Task-Level Multi-Pumping for High-Performance Low-Resource Designs
Giovanni Brignone, Mihai T. Lazarescu, Luciano Lavagno
High-level synthesis (HLS) enhances digital hardware design productivity through a high abstraction level. Even if the HLS abstraction prevents fine-grained manual register-transfe…