rule4ml: An Open-Source Tool for Resource Utilization and Latency Estimation for ML Models on FPGA

9 August 2024

Papers citing "rule4ml: An Open-Source Tool for Resource Utilization and Latency Estimation for ML Models on FPGA"

4 / 4 papers shown

Title
Ultra-low latency recurrent neural network inference on FPGAs for physics applications with hls4ml Elham E Khoda D. Rankin R. Teixeira de Lima Philip C. Harris Scott Hauck ... Chaitanya Paikara R. Rao S. Summers C. Vernieri Aaron Wang AI4CE 22 16 0 01 Jul 2022
Open-source FPGA-ML codesign for the MLPerf Tiny Benchmark H. Borras G. D. Guglielmo Javier Mauricio Duarte Nicolò Ghielmetti B. Hawks ... Nhan Tran Yaman Umuroglu Olivia Weng Aidan Yokuda Michaela Blott VLM MQ 32 14 0 23 Jun 2022
Real-time semantic segmentation on FPGAs for autonomous vehicles with hls4ml Nicolò Ghielmetti Vladimir Loncar M. Pierini Marcel Roed S. Summers ... Christoffer Petersson Hampus Linander J. Ngadiuba Kelvin Lin Philip C. Harris SSeg 38 20 0 16 May 2022
Fast inference of deep neural networks in FPGAs for particle physics Javier Mauricio Duarte Song Han Philip C. Harris S. Jindariani E. Kreinar ... J. Ngadiuba M. Pierini R. Rivera N. Tran Zhenbin Wu AI4CE 83 388 0 16 Apr 2018