Binarized Neural Networks

8 February 2016

Papers citing "Binarized Neural Networks"

50 / 288 papers shown

Title
Analyzing Compression Techniques for Computer Vision Maniratnam Mandal Imran Khan 11 1 0 14 May 2023
BitGNN: Unleashing the Performance Potential of Binary Graph Neural Networks on GPUs Jou-An Chen Hsin-Hsuan Sung Xipeng Shen Sutanay Choudhury Ang Li GNN MQ 26 6 0 04 May 2023
Big-Little Adaptive Neural Networks on Low-Power Near-Subthreshold Processors Zichao Shen Neil Howard J. Núñez-Yáñez 13 2 0 19 Apr 2023
RPTQ: Reorder-based Post-training Quantization for Large Language Models Zhihang Yuan Lin Niu Jia-Wen Liu Wenyu Liu Xinggang Wang Yuzhang Shang Guangyu Sun Qiang Wu Jiaxiang Wu Bingzhe Wu MQ 29 76 0 03 Apr 2023
Gated Compression Layers for Efficient Always-On Models Haiguang Li T. Thormundsson I. Poupyrev N. Gillian 36 2 0 15 Mar 2023
Bag of Tricks with Quantized Convolutional Neural Networks for image classification Jie Hu Mengze Zeng Enhua Wu MQ 16 2 0 13 Mar 2023
An Optical XNOR-Bitcount Based Accelerator for Efficient Inference of Binary Neural Networks Sairam Sri Vatsavai Venkata Sai Praneeth Karempudi Ishan G. Thakkar MQ 14 4 0 03 Feb 2023
Lightweight Neural Architecture Search for Temporal Convolutional Networks at the Edge Matteo Risso Alessio Burrello Francesco Conti Lorenzo Lamberti Yukai Chen Luca Benini Enrico Macii M. Poncino Daniele Jahier Pagliari 14 33 0 24 Jan 2023
RedBit: An End-to-End Flexible Framework for Evaluating the Accuracy of Quantized CNNs A. M. Ribeiro-dos-Santos João Dinis Ferreira O. Mutlu G. Falcão MQ 6 1 0 15 Jan 2023
Reminding Forgetful Organic Neuromorphic Device Networks Daniel Felder Katerina Muche J. Linkhorst Matthias Wessling 39 6 0 09 Dec 2022
Exploiting the Partly Scratch-off Lottery Ticket for Quantization-Aware Training Yunshan Zhong Gongrui Nan Yu-xin Zhang Fei Chao Rongrong Ji MQ 18 3 0 12 Nov 2022
Fast and Low-Memory Deep Neural Networks Using Binary Matrix Factorization Alireza Bordbar M. Kahaei MQ 15 0 0 24 Oct 2022
SeKron: A Decomposition Method Supporting Many Factorization Structures Marawan Gamal Abdel Hameed A. Mosleh Marzieh S. Tahaei V. Nia 13 1 0 12 Oct 2022
IDa-Det: An Information Discrepancy-aware Distillation for 1-bit Detectors Sheng Xu Yanjing Li Bo-Wen Zeng Teli Ma Baochang Zhang Xianbin Cao Penglei Gao Jinhu Lv 28 15 0 07 Oct 2022
AdaBin: Improving Binary Neural Networks with Adaptive Binary Sets Zhaopeng Tu Xinghao Chen Pengju Ren Yunhe Wang MQ 32 54 0 17 Aug 2022
Efficient Compilation and Mapping of Fixed Function Combinational Logic onto Digital Signal Processors Targeting Neural Network Inference and Utilizing High-level Synthesis Soheil Nazar Shahsavani A. Fayyazi M. Nazemi Massoud Pedram 6 2 0 30 Jul 2022
RepBNN: towards a precise Binary Neural Network with Enhanced Feature Map via Repeating Xulong Shi Zhi Qi Jiaxuan Cai Keqi Fu Yaru Zhao Zan Li Xuanyu Liu Hao Liu MQ 9 3 0 19 Jul 2022
CTMQ: Cyclic Training of Convolutional Neural Networks with Multiple Quantization Steps Hyunjin Kim Jungwoon Shin Alberto A. Del Barrio MQ 21 1 0 26 Jun 2022
Binary Early-Exit Network for Adaptive Inference on Low-Resource Devices Aaqib Saeed MQ 14 1 0 17 Jun 2022
Fault-Tolerant Collaborative Inference through the Edge-PRUNE Framework Jani Boutellier Bo Tan J. Nurmi 8 2 0 16 Jun 2022
Why Quantization Improves Generalization: NTK of Binary Weight Neural Networks Kaiqi Zhang Ming Yin Yu-Xiang Wang MQ 11 4 0 13 Jun 2022
SDQ: Stochastic Differentiable Quantization with Mixed Precision Xijie Huang Zhiqiang Shen Shichao Li Zechun Liu Xianghong Hu Jeffry Wicaksana Eric P. Xing Kwang-Ting Cheng MQ 6 33 0 09 Jun 2022
HideNseek: Federated Lottery Ticket via Server-side Pruning and Sign Supermask Anish K. Vallapuram Pengyuan Zhou Young D. Kwon Lik Hang Lee Hengwei Xu Pan Hui 37 10 0 09 Jun 2022
Binary Single-dimensional Convolutional Neural Network for Seizure Prediction Shiqi Zhao Jie Yang Yankun Xu Mohamad Sawan 16 29 0 08 Jun 2022
8-bit Numerical Formats for Deep Neural Networks Badreddine Noune Philip Jones Daniel Justus Dominic Masters Carlo Luschi MQ 15 32 0 06 Jun 2022
GAAF: Searching Activation Functions for Binary Neural Networks through Genetic Algorithm Yanfei Li Tong Geng S. Stein Ang Li Hui-Ling Yu MQ 17 8 0 05 Jun 2022
Gator: Customizable Channel Pruning of Neural Networks with Gating E. Passov E. David N. Netanyahu AAML 29 0 0 30 May 2022
Hardware-Robust In-RRAM-Computing for Object Detection Yu-Hsiang Chiang Cheng-En Ni Yun Sung T. Hou Tian-Sheuan Chang S. Jou 6 5 0 09 May 2022
Arrhythmia Classifier using Binarized Convolutional Neural Network for Resource-Constrained Devices Ao Wang Wenxing Xu Hanshi Sun Ninghao Pu Zijing Liu Hao Liu 13 10 0 07 May 2022
Lite Pose: Efficient Architecture Design for 2D Human Pose Estimation Yihan Wang Muyang Li Han Cai Wei-Ming Chen Song Han 3DH 6 71 0 03 May 2022
Enable Deep Learning on Mobile Devices: Methods, Systems, and Applications Han Cai Ji Lin Yujun Lin Zhijian Liu Haotian Tang Hanrui Wang Ligeng Zhu Song Han 19 107 0 25 Apr 2022
Pruning In Time (PIT): A Lightweight Network Architecture Optimizer for Temporal Convolutional Networks Matteo Risso Alessio Burrello Daniele Jahier Pagliari Francesco Conti Lorenzo Lamberti Enrico Macii Luca Benini M. Poncino 21 10 0 28 Mar 2022
Image Classification on Accelerated Neural Networks Ilkay Sikdokur Inci M. Baytas A. Yurdakul 14 1 0 21 Mar 2022
The Optimal BERT Surgeon: Scalable and Accurate Second-Order Pruning for Large Language Models Eldar Kurtic Daniel Fernando Campos Tuan Nguyen Elias Frantar Mark Kurtz Ben Fineran Michael Goin Dan Alistarh VLM MQ MedIm 20 119 0 14 Mar 2022
Toward Efficient Hyperspectral Image Processing inside Camera Pixels Gourav Datta Zihan Yin A. Jacob Akhilesh R. Jaiswal P. Beerel 10 8 0 11 Mar 2022
Weightless Neural Networks for Efficient Edge Inference Zachary Susskind Aman Arora Igor D. S. Miranda L. A. Q. Villon R. Katopodis ... D. Dutra P. Lima F. M. G. França M. Breternitz L. John 17 18 0 03 Mar 2022
Standard Deviation-Based Quantization for Deep Neural Networks Amir Ardakani A. Ardakani B. Meyer J. Clark W. Gross MQ 33 1 0 24 Feb 2022
Saving RNN Computations with a Neuron-Level Fuzzy Memoization Scheme Franyell Silfa J. Arnau Antonio González 11 1 0 14 Feb 2022
BiFSMN: Binary Neural Network for Keyword Spotting Haotong Qin Xunyuan Ma Yifu Ding X. Li Yang Zhang Yao Tian Zejun Ma Jie Luo Xianglong Liu MQ 23 11 0 14 Feb 2022
Binary Neural Networks as a general-propose compute paradigm for on-device computer vision Guhong Nie Lirui Xiao Menglong Zhu Dongliang Chu Yue-Hong Shen Peng Li Kan Yang Li Du Bo Chen Dji Innovations Inc MQ 24 5 0 08 Feb 2022
The fine line between dead neurons and sparsity in binarized spiking neural networks Jason Eshraghian Wei D. Lu 28 19 0 28 Jan 2022
Sub-mW Keyword Spotting on an MCU: Analog Binary Feature Extraction and Binary Neural Networks G. Cerutti Lukas Cavigelli Renzo Andri Michele Magno Elisabetta Farella Luca Benini 26 13 0 10 Jan 2022
ThreshNet: An Efficient DenseNet Using Threshold Mechanism to Reduce Connections Ruikang Ju Ting-Yu Lin Jia-Hao Jian Jen-Shiun Chiang Weida Yang 26 9 0 09 Jan 2022
PocketNN: Integer-only Training and Inference of Neural Networks via Direct Feedback Alignment and Pocket Activations in Pure C++ Jae-Su Song Fangzhen Lin MQ 7 7 0 08 Jan 2022
Block Walsh-Hadamard Transform Based Binary Layers in Deep Neural Networks Hongyi Pan Diaa Badawi Ahmet Enis Cetin 8 19 0 07 Jan 2022
High-contrast, speckle-free, true 3D holography via binary CGH optimization Byounghyo Lee Dongyeon Kim Seungjae Lee Chun Chen Byoun-gkil Lee 11 63 0 07 Jan 2022
Communication-oriented Model Fine-tuning for Packet-loss Resilient Distributed Inference under Highly Lossy IoT Networks Sohei Itahara Takayuki Nishio Yusuke Koda Koji Yamamoto 26 11 0 17 Dec 2021
A Highly Effective Low-Rank Compression of Deep Neural Networks with Modified Beam-Search and Modified Stable Rank Moonjung Eo Suhyun Kang Wonjong Rhee 11 1 0 30 Nov 2021
Nonuniform-to-Uniform Quantization: Towards Accurate Quantization via Generalized Straight-Through Estimation Zechun Liu Kwang-Ting Cheng Dong Huang Eric P. Xing Zhiqiang Shen MQ 17 102 0 29 Nov 2021
Arch-Net: Model Distillation for Architecture Agnostic Model Deployment Weixin Xu Zipeng Feng Shuangkang Fang Song Yuan Yi Yang Shuchang Zhou MQ 16 1 0 01 Nov 2021