Focused Quantization for Sparse CNNs

Focused Quantization for Sparse CNNs

7 March 2019

Robert D. Mullins

Papers citing "Focused Quantization for Sparse CNNs"

13 / 13 papers shown

Title
MinUn: Accurate ML Inference on Microcontrollers Shikhar Jaiswal R. Goli Aayan Kumar Vivek Seshadri Rahul Sharma 26 2 0 29 Oct 2022
Training Deep Neural Networks with Joint Quantization and Pruning of Weights and Activations Xinyu Zhang Ian Colbert Ken Kreutz-Delgado Srinjoy Das MQ 32 11 0 15 Oct 2021
Rapid Model Architecture Adaption for Meta-Learning Yiren Zhao Xitong Gao Ilia Shumailov Nicolò Fusi Robert D. Mullins 33 4 0 10 Sep 2021
Dynamic Probabilistic Pruning: A general framework for hardware-constrained pruning at different granularities L. Gonzalez-Carabarin Iris A. M. Huijben Bastian Veeling A. Schmid Ruud J. G. van Sloun 19 10 0 26 May 2021
Methods for Pruning Deep Neural Networks S. Vadera Salem Ameen 3DPC 21 122 0 31 Oct 2020
BAMSProd: A Step towards Generalizing the Adaptive Optimization Methods to Deep Binary Model Junjie Liu Dongchao Wen Deyu Wang Wei Tao Tse-Wei Chen Kinya Osa Masami Kato MQ 29 1 0 29 Sep 2020
Learned Low Precision Graph Neural Networks Yiren Zhao Duo Wang Daniel Bates Robert D. Mullins M. Jamnik Pietro Lió GNN 36 34 0 19 Sep 2020
AUSN: Approximately Uniform Quantization by Adaptively Superimposing Non-uniform Distribution for Deep Neural Networks Fangxin Liu Wenbo Zhao Yanzhi Wang Changzhi Dai Li Jiang MQ 25 3 0 08 Jul 2020
ResRep: Lossless CNN Pruning via Decoupling Remembering and Forgetting Xiaohan Ding Tianxiang Hao Jianchao Tan Ji Liu Jungong Han Yuchen Guo Guiguang Ding 21 163 0 07 Jul 2020
Neural Network Activation Quantization with Bitwise Information Bottlenecks Xichuan Zhou Kui Liu Cong Shi Haijun Liu Ji Liu MQ 27 1 0 09 Jun 2020
LUTNet: Learning FPGA Configurations for Highly Efficient Neural Network Inference Erwei Wang James J. Davis P. Cheung George A. Constantinides MQ 9 41 0 24 Oct 2019
Automatic Generation of Multi-precision Multi-arithmetic CNN Accelerators for FPGAs Yiren Zhao Xitong Gao Xuan Guo Junyi Liu Erwei Wang Robert D. Mullins P. Cheung George A. Constantinides Chengzhong Xu MQ 24 31 0 21 Oct 2019
Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights Aojun Zhou Anbang Yao Yiwen Guo Lin Xu Yurong Chen MQ 337 1,049 0 10 Feb 2017