Free Bits: Latency Optimization of Mixed-Precision Quantized Neural
Networks on the Edge

Free Bits: Latency Optimization of Mixed-Precision Quantized Neural Networks on the Edge

6 July 2023

Georg Rutishauser

Francesco Conti

Luca Benini

Papers citing "Free Bits: Latency Optimization of Mixed-Precision Quantized Neural Networks on the Edge"

7 / 7 papers shown

Title
Joint Pruning and Channel-wise Mixed-Precision Quantization for Efficient Deep Neural Networks Beatrice Alessandra Motetti Matteo Risso Alessio Burrello Enrico Macii M. Poncino Daniele Jahier Pagliari MQ 44 2 0 01 Jul 2024
Ultra-Efficient On-Device Object Detection on AI-Integrated Smart Glasses with TinyissimoYOLO Julian Moosmann Pietro Bonazzi Yawei Li Sizhen Bian Philipp Mayer Luca Benini Michele Magno 28 12 0 02 Nov 2023
Flexible and Fully Quantized Ultra-Lightweight TinyissimoYOLO for Ultra-Low-Power Edge Systems Julian Moosmann H. Mueller Nicky Zimmerman Georg Rutishauser Luca Benini Michele Magno 25 8 0 12 Jul 2023
Edge Inference with Fully Differentiable Quantized Mixed Precision Neural Networks Clemens J. S. Schaefer Siddharth Joshi Shane Li Raul Blazquez MQ 28 9 0 15 Jun 2022
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 950 20,561 0 17 Apr 2017
Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights Aojun Zhou Anbang Yao Yiwen Guo Lin Xu Yurong Chen MQ 316 1,047 0 10 Feb 2017
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 296 39,194 0 01 Sep 2014