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20202026
most citedAutomatic heterogeneous quantization of deep neural networks for low-latency inference on the edge for particle detectors

196 citations · 763 across the 20 of their papers we have counts for

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Showing 2022Show all

2 papers · 1 filter

cs.CV2022

Real-time semantic segmentation on FPGAs for autonomous vehicles with hls4ml

Nicolò Ghielmetti, Vladimir Loncar, Maurizio Pierini +8

In this paper, we investigate how field programmable gate arrays can serve as hardware accelerators for real-time semantic segmentation tasks relevant for autonomous driving. Consi…

hep-ex2022

Lightweight Jet Reconstruction and Identification as an Object Detection Task

Adrian Alan Pol, Thea Aarrestad, Ekaterina Govorkova +8

We apply object detection techniques based on deep convolutional blocks to end-to-end jet identification and reconstruction tasks encountered at the CERN Large Hadron Collider (LHC…