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XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks

16 March 2016

Papers citing "XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks"

50 / 1,731 papers shown

Title
BiFSMN: Binary Neural Network for Keyword Spotting Haotong Qin Xunyuan Ma Yifu Ding Xiaochen Li Yang Zhang Yao Tian Zejun Ma Jie Luo Xianglong Liu MQ 126 12 0 14 Feb 2022
F8Net: Fixed-Point 8-bit Only Multiplication for Network Quantization Qing Jin Jian Ren Richard Zhuang Sumant Hanumante Zhengang Li Zhiyu Chen Yanzhi Wang Kai-Min Yang Sergey Tulyakov MQ 102 50 0 10 Feb 2022
Lightweight Jet Reconstruction and Identification as an Object Detection Task Adrian Alan Pol T. Aarrestad E. Govorkova Roi Halily Anat Klempner ... Vladimir Loncar J. Ngadiuba M. Pierini Olya Sirkin S. Summers 64 2 0 09 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 72 6 0 08 Feb 2022
S $^3$ NN: Time Step Reduction of Spiking Surrogate Gradients for Training Energy Efficient Single-Step Spiking Neural Networks Kazuma Suetake Shin-ichi Ikegawa Ryuji Saiin Yoshihide Sawada 90 4 0 26 Jan 2022
TerViT: An Efficient Ternary Vision Transformer Sheng Xu Yanjing Li Teli Ma Bo-Wen Zeng Baochang Zhang Peng Gao Jinhu Lv ViT 82 11 0 20 Jan 2022
FAT: An In-Memory Accelerator with Fast Addition for Ternary Weight Neural Networks Shien Zhu Luan H. K. Duong Hui Chen Di Liu Weichen Liu MQ 53 6 0 19 Jan 2022
Hardware-Efficient Deconvolution-Based GAN for Edge Computing A. Alhussain Mingjie Lin 69 5 0 18 Jan 2022
VAQF: Fully Automatic Software-Hardware Co-Design Framework for Low-Bit Vision Transformer Mengshu Sun Haoyu Ma Guoliang Kang Yi Ding Tianlong Chen Xiaolong Ma Zhangyang Wang Yanzhi Wang ViT 112 47 0 17 Jan 2022
UWC: Unit-wise Calibration Towards Rapid Network Compression Chen Lin Zheyang Li Bo Peng Haoji Hu Wenming Tan Ye Ren Shiliang Pu MQ 46 1 0 17 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 67 15 0 10 Jan 2022
GhostNets on Heterogeneous Devices via Cheap Operations Kai Han Yunhe Wang Chang Xu Jianyuan Guo Chunjing Xu Enhua Wu Qi Tian 78 108 0 10 Jan 2022
Glance and Focus Networks for Dynamic Visual Recognition Gao Huang Yulin Wang Kangchen Lv Haojun Jiang Wenhui Huang Pengfei Qi S. Song 3DH 152 50 0 09 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 62 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 52 7 0 08 Jan 2022
Block Walsh-Hadamard Transform Based Binary Layers in Deep Neural Networks Hongyi Pan Diaa Badawi Ahmet Enis Cetin 84 19 0 07 Jan 2022
Conditional Generative Data-free Knowledge Distillation Xinyi Yu Ling Yan Yang Yang Libo Zhou Linlin Ou 84 8 0 31 Dec 2021
Finding the Task-Optimal Low-Bit Sub-Distribution in Deep Neural Networks Runpei Dong Zhanhong Tan Mengdi Wu Linfeng Zhang Kaisheng Ma MQ 123 12 0 30 Dec 2021
Resource-Efficient Deep Learning: A Survey on Model-, Arithmetic-, and Implementation-Level Techniques JunKyu Lee L. Mukhanov A. S. Molahosseini U. Minhas Yang Hua Jesus Martinez del Rincon K. Dichev Cheol-Ho Hong Hans Vandierendonck 91 31 0 30 Dec 2021
Automatic Mixed-Precision Quantization Search of BERT Changsheng Zhao Ting Hua Yilin Shen Qian Lou Hongxia Jin MQ 58 22 0 30 Dec 2021
Repairing Adversarial Texts through Perturbation Guoliang Dong Jingyi Wang Jun Sun Sudipta Chattopadhyay Xinyu Wang Ting Dai Jie Shi J. Dong AAML 46 2 0 29 Dec 2021
BMPQ: Bit-Gradient Sensitivity Driven Mixed-Precision Quantization of DNNs from Scratch Souvik Kundu Shikai Wang Qirui Sun Peter A. Beerel Massoud Pedram MQ 83 18 0 24 Dec 2021
Training Quantized Deep Neural Networks via Cooperative Coevolution Fu Peng Shengcai Liu Ning Lu Ke Tang MQ 107 1 0 23 Dec 2021
Accurate Neural Training with 4-bit Matrix Multiplications at Standard Formats Brian Chmiel Ron Banner Elad Hoffer Hilla Ben Yaacov Daniel Soudry MQ 85 24 0 19 Dec 2021
Elastic-Link for Binarized Neural Network Jie Hu Ziheng Wu Vince Tan Zhilin Lu Mengze Zeng Enhua Wu MQ 78 6 0 19 Dec 2021
An Experimental Study of the Impact of Pre-training on the Pruning of a Convolutional Neural Network Nathan Hubens M. Mancas B. Gosselin Marius Preda T. Zaharia VLM CVBM 67 8 0 15 Dec 2021
Synapse Compression for Event-Based Convolutional-Neural-Network Accelerators Lennart Bamberg Arash Pourtaherian Luc Waeijen A. Chahar Orlando Moreira 92 5 0 13 Dec 2021
Neural Network Quantization for Efficient Inference: A Survey Olivia Weng MQ 75 26 0 08 Dec 2021
AdaSTE: An Adaptive Straight-Through Estimator to Train Binary Neural Networks Huu Le R. Høier Che-Tsung Lin Christopher Zach 86 17 0 06 Dec 2021
A Generalized Zero-Shot Quantization of Deep Convolutional Neural Networks via Learned Weights Statistics Prasen Kumar Sharma Arun Abraham V. N. Rajendiran MQ 117 8 0 06 Dec 2021
Finding Deviated Behaviors of the Compressed DNN Models for Image Classifications Yongqiang Tian Wuqi Zhang Ming Wen Shing-Chi Cheung Chengnian Sun Shiqing Ma Yu Jiang 94 7 0 06 Dec 2021
Equal Bits: Enforcing Equally Distributed Binary Network Weights Yun-qiang Li S. Pintea Jan van Gemert MQ 108 15 0 02 Dec 2021
Event Neural Networks Matthew Dutson Yin Li M. Gupta 118 8 0 02 Dec 2021
Information Theoretic Representation Distillation Roy Miles Adrian Lopez-Rodriguez K. Mikolajczyk MQ 115 22 0 01 Dec 2021
Optimizing for In-memory Deep Learning with Emerging Memory Technology Zhehui Wang Yaoyu Zhang Rick Siow Mong Goh Wei Zhang Weng-Fai Wong 58 1 0 01 Dec 2021
PokeBNN: A Binary Pursuit of Lightweight Accuracy Yichi Zhang Zhiru Zhang Lukasz Lew MQ 127 62 0 30 Nov 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 75 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 102 111 0 29 Nov 2021
Mixed Precision Low-bit Quantization of Neural Network Language Models for Speech Recognition Junhao Xu Jianwei Yu Shoukang Hu Xunying Liu Helen Meng MQ 109 15 0 29 Nov 2021
Mixed Precision DNN Qunatization for Overlapped Speech Separation and Recognition Junhao Xu Jianwei Yu Xunying Liu Helen Meng MQ 57 10 0 29 Nov 2021
Mixed Precision of Quantization of Transformer Language Models for Speech Recognition Junhao Xu Shoukang Hu Jianwei Yu Xunying Liu Helen M. Meng MQ 89 17 0 29 Nov 2021
Low-bit Quantization of Recurrent Neural Network Language Models Using Alternating Direction Methods of Multipliers Junhao Xu Xie Chen Shoukang Hu Jianwei Yu Xunying Liu Helen Meng MQ 63 9 0 29 Nov 2021
Improved Knowledge Distillation via Adversarial Collaboration Zhiqiang Liu Chengkai Huang Yanxia Liu 63 2 0 29 Nov 2021
POEM: 1-bit Point-wise Operations based on Expectation-Maximization for Efficient Point Cloud Processing Sheng Xu Yanjing Li Junhe Zhao Baochang Zhang Guodong Guo 3DPC 59 8 0 26 Nov 2021
Sharpness-aware Quantization for Deep Neural Networks Jing Liu Jianfei Cai Bohan Zhuang MQ 165 25 0 24 Nov 2021
Mesa: A Memory-saving Training Framework for Transformers Zizheng Pan Peng Chen Haoyu He Jing Liu Jianfei Cai Bohan Zhuang 94 21 0 22 Nov 2021
XnODR and XnIDR: Two Accurate and Fast Fully Connected Layers For Convolutional Neural Networks Jian Sun A. P. Fard Mohammad H. Mahoor 3DPC 84 8 0 21 Nov 2021
Toward Compact Parameter Representations for Architecture-Agnostic Neural Network Compression Yuezhou Sun Wenlong Zhao Lijun Zhang Xiao Liu Hui Guan Matei A. Zaharia 91 0 0 19 Nov 2021
IntraQ: Learning Synthetic Images with Intra-Class Heterogeneity for Zero-Shot Network Quantization Mingliang Xu Mingbao Lin Gongrui Nan Jianzhuang Liu Baochang Zhang Yonghong Tian Rongrong Ji MQ 130 74 0 17 Nov 2021
Variability-Aware Training and Self-Tuning of Highly Quantized DNNs for Analog PIM Zihao Deng Michael Orshansky MQ 56 8 0 11 Nov 2021