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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"

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Title
INSTA-BNN: Binary Neural Network with INSTAnce-aware ThresholdIEEE International Conference on Computer Vision (ICCV), 2022 Chang-Ho Lee Hyungjun Kim Eunhyeok Park Jae-Joon Kim MQ 172 13 0 15 Apr 2022
HCFL: A High Compression Approach for Communication-Efficient Federated Learning in Very Large Scale IoT NetworksIEEE Transactions on Mobile Computing (IEEE TMC), 2022 Minh-Duong Nguyen Sangmin Lee Quoc-Viet Pham D. Hoang Diep N. Nguyen Won Joo Hwang 89 36 0 14 Apr 2022
ShiftNAS: Towards Automatic Generation of Advanced Mulitplication-Less Neural Networks Xiaoxuan Lou Guowen Xu Kangjie Chen Guanlin Li Jiwei Li Tianwei Zhang OOD MQ 93 0 0 07 Apr 2022
LilNetX: Lightweight Networks with EXtreme Model Compression and Structured SparsificationInternational Conference on Learning Representations (ICLR), 2022 Sharath Girish Kamal Gupta Saurabh Singh Abhinav Shrivastava 152 12 0 06 Apr 2022
Bimodal Distributed Binarized Neural Networks T. Rozen Moshe Kimhi Brian Chmiel A. Mendelson Chaim Baskin MQ 226 4 0 05 Apr 2022
Fault-Tolerant Deep Learning: A Hierarchical Perspective Cheng Liu Zhen Gao Siting Liu Xuefei Ning Huawei Li Xiaowei Li 93 11 0 05 Apr 2022
Soft Threshold Ternary NetworksInternational Joint Conference on Artificial Intelligence (IJCAI), 2020 Weixiang Xu Xiangyu He Tianli Zhao Qinghao Hu Peisong Wang Jian Cheng MQ 108 7 0 04 Apr 2022
It's All In the Teacher: Zero-Shot Quantization Brought Closer to the TeacherComputer Vision and Pattern Recognition (CVPR), 2022 Kanghyun Choi Hye Yoon Lee Deokki Hong Joonsang Yu Noseong Park Youngsok Kim Jinho Lee MQ 207 35 0 31 Mar 2022
Task Adaptive Parameter Sharing for Multi-Task LearningComputer Vision and Pattern Recognition (CVPR), 2022 Matthew Wallingford Hao Li Alessandro Achille Avinash Ravichandran Charless C. Fowlkes Rahul Bhotika Stefano Soatto MoMe 126 71 0 30 Mar 2022
Deformable Butterfly: A Highly Structured and Sparse Linear TransformNeural Information Processing Systems (NeurIPS), 2022 R. Lin Jie Ran King Hung Chiu Grazinao Chesi Ngai Wong 63 16 0 25 Mar 2022
MKQ-BERT: Quantized BERT with 4-bits Weights and Activations Hanlin Tang Xipeng Zhang Kai Liu Jianchen Zhu Zhanhui Kang VLM MQ 83 17 0 25 Mar 2022
FxP-QNet: A Post-Training Quantizer for the Design of Mixed Low-Precision DNNs with Dynamic Fixed-Point RepresentationIEEE Access (IEEE Access), 2022 Ahmad Shawahna S. M. Sait A. El-Maleh Irfan Ahmad MQ 108 8 0 22 Mar 2022
Online Continual Learning for Embedded Devices Tyler L. Hayes Christopher Kanan CLL 222 63 0 21 Mar 2022
Confidence Dimension for Deep Learning based on Hoeffding Inequality and Relative Evaluation Runqi Wang Linlin Yang Baochang Zhang Wentao Zhu David Doermann Guodong Guo 121 1 0 17 Mar 2022
Hardware Approximate Techniques for Deep Neural Network Accelerators: A SurveyACM Computing Surveys (ACM CSUR), 2022 Giorgos Armeniakos Georgios Zervakis Dimitrios Soudris J. Henkel 421 114 0 16 Mar 2022
Approximability and Generalisation A. J. Turner Ata Kabán 104 0 0 15 Mar 2022
FlexBlock: A Flexible DNN Training Accelerator with Multi-Mode Block Floating Point SupportIEEE transactions on computers (IEEE Trans. Comput.), 2022 Seock-Hwan Noh Jahyun Koo Seunghyun Lee Jongse Park Jaeha Kung AI4CE 116 25 0 13 Mar 2022
BiBERT: Accurate Fully Binarized BERTInternational Conference on Learning Representations (ICLR), 2022 Haotong Qin Yifu Ding Mingyuan Zhang Qing Yan Aishan Liu Qingqing Dang Ziwei Liu Xianglong Liu MQ 137 109 0 12 Mar 2022
Recent Advances and New Frontiers in Spiking Neural NetworksInternational Joint Conference on Artificial Intelligence (IJCAI), 2022 Duzhen Zhang Shuncheng Jia Qingyu Wang AAML AI4CE 244 25 0 12 Mar 2022
A Brain-Inspired Low-Dimensional Computing Classifier for Inference on Tiny Devices Shijin Duan Xiaolin Xu Shaolei Ren 112 16 0 09 Mar 2022
Update Compression for Deep Neural Networks on the Edge Bo Chen A. Bakhshi Gustavo E. A. P. A. Batista Brian Ng Tat-Jun Chin 144 18 0 09 Mar 2022
Dynamic Dual Trainable Bounds for Ultra-low Precision Super-Resolution NetworksEuropean Conference on Computer Vision (ECCV), 2022 Mingliang Xu Mingbao Lin Xunchao Li Ke Li Chunjiang Ge Yong Li Yongjian Wu Rongrong Ji MQ 120 29 0 08 Mar 2022
YONO: Modeling Multiple Heterogeneous Neural Networks on MicrocontrollersInternational Symposium on Information Processing in Sensor Networks (IPSN), 2022 Young D. Kwon Jagmohan Chauhan Cecilia Mascolo 122 14 0 08 Mar 2022
ZippyPoint: Fast Interest Point Detection, Description, and Matching through Mixed Precision Discretization Menelaos Kanakis S. Maurer Matteo Spallanzani Ajad Chhatkuli Luc Van Gool 3DPC 194 14 0 07 Mar 2022
Patch Similarity Aware Data-Free Quantization for Vision TransformersEuropean Conference on Computer Vision (ECCV), 2022 Zhikai Li Liping Ma Mengjuan Chen Junrui Xiao Qingyi Gu MQ ViT 208 63 0 04 Mar 2022
SEA: Bridging the Gap Between One- and Two-stage Detector Distillation via SEmantic-aware Alignment Yixin Chen Zhuotao Tian Pengguang Chen Shu Liu Jiaya Jia ObjD 56 1 0 02 Mar 2022
Arrhythmia Classifier Using Convolutional Neural Network with Adaptive Loss-aware Multi-bit Networks Quantization Hanshi Sun Ao Wang Ninghao Pu Zhiqing Li Jung Y. Huang Hao Liu Zhiyu Qi MQ 94 5 0 27 Feb 2022
Highly-Efficient Binary Neural Networks for Visual Place RecognitionIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2022 Bruno Ferrarini Michael Milford Klaus D. McDonald-Maier Shoaib Ehsan 78 9 0 24 Feb 2022
Bitwidth Heterogeneous Federated Learning with Progressive Weight DequantizationInternational Conference on Machine Learning (ICML), 2022 Jaehong Yoon Geondo Park Wonyong Jeong Sung Ju Hwang FedML 242 23 0 23 Feb 2022
Distilled Neural Networks for Efficient Learning to RankIEEE Transactions on Knowledge and Data Engineering (TKDE), 2022 F. M. Nardini Cosimo Rulli Salvatore Trani Rossano Venturini FedML 84 19 0 22 Feb 2022
Bit-wise Training of Neural Network Weights Cristian Ivan MQ 73 0 0 19 Feb 2022
End-to-End Training for Back-Translation with Categorical Reparameterization TrickInternational Conference on Artificial Neural Networks (ICANN), 2022 DongNyeong Heo Heeyoul Choi 133 0 0 17 Feb 2022
DualConv: Dual Convolutional Kernels for Lightweight Deep Neural NetworksIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022 Jiachen Zhong Junying Chen Lin Wang 69 96 0 15 Feb 2022
Saving RNN Computations with a Neuron-Level Fuzzy Memoization Scheme Franyell Silfa J. Arnau Antonio González 70 1 0 14 Feb 2022
BiFSMN: Binary Neural Network for Keyword SpottingInternational Joint Conference on Artificial Intelligence (IJCAI), 2022 Haotong Qin Xunyuan Ma Yifu Ding Xiaochen Li Yang Zhang Yao Tian Zejun Ma Jie Luo Xianglong Liu MQ 285 12 0 14 Feb 2022
F8Net: Fixed-Point 8-bit Only Multiplication for Network QuantizationInternational Conference on Learning Representations (ICLR), 2022 Qing Jin Jian Ren Richard Zhuang Sumant Hanumante Zhengang Li Zhiyu Chen Yanzhi Wang Kai-Min Yang Sergey Tulyakov MQ 174 54 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 96 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 113 6 0 08 Feb 2022
S $^3$ NN: Time Step Reduction of Spiking Surrogate Gradients for Training Energy Efficient Single-Step Spiking Neural NetworksNeural Networks (NN), 2022 Kazuma Suetake Shin-ichi Ikegawa Ryuji Saiin Yoshihide Sawada 141 4 0 26 Jan 2022
TerViT: An Efficient Ternary Vision Transformer Sheng Xu Yanjing Li Teli Ma Bo-Wen Zeng Baochang Zhang Shiyang Feng Jinhu Lv ViT 151 16 0 20 Jan 2022
FAT: An In-Memory Accelerator with Fast Addition for Ternary Weight Neural NetworksIEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (IEEE TCAD), 2022 Shien Zhu Luan H. K. Duong Hui Chen Di Liu Weichen Liu MQ 105 7 0 19 Jan 2022
Hardware-Efficient Deconvolution-Based GAN for Edge ComputingAnnual Conference on Information Sciences and Systems (CISS), 2022 A. Alhussain Mingjie Lin 81 6 0 18 Jan 2022
VAQF: Fully Automatic Software-Hardware Co-Design Framework for Low-Bit Vision Transformer Mengshu Sun Haoyu Ma Guoliang Kang Lezhi Li Tianlong Chen Xiaolong Ma Zhangyang Wang Yanzhi Wang ViT 178 52 0 17 Jan 2022
UWC: Unit-wise Calibration Towards Rapid Network CompressionBritish Machine Vision Conference (BMVC), 2022 Chen Lin Zheyang Li Bo Peng Haoji Hu Wenming Tan Ye Ren Shiliang Pu MQ 79 1 0 17 Jan 2022
Sub-mW Keyword Spotting on an MCU: Analog Binary Feature Extraction and Binary Neural NetworksIEEE Transactions on Circuits and Systems Part 1: Regular Papers (TCAS I), 2022 G. Cerutti Lukas Cavigelli Renzo Andri Michele Magno Elisabetta Farella Luca Benini 94 17 0 10 Jan 2022
GhostNets on Heterogeneous Devices via Cheap OperationsInternational Journal of Computer Vision (IJCV), 2022 Kai Han Yunhe Wang Chang Xu Jianyuan Guo Chunjing Xu Enhua Wu Qi Tian 140 129 0 10 Jan 2022
Glance and Focus Networks for Dynamic Visual RecognitionIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Gao Huang Yulin Wang Kangchen Lv Haojun Jiang Wenhui Huang Pengfei Qi Qing Xiao 3DH 185 60 0 09 Jan 2022
ThreshNet: An Efficient DenseNet Using Threshold Mechanism to Reduce ConnectionsIEEE Access (IEEE Access), 2022 Ruikang Ju Ting-Yu Lin Jia-Hao Jian Jen-Shiun Chiang Weida Yang 129 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 116 8 0 08 Jan 2022
Block Walsh-Hadamard Transform Based Binary Layers in Deep Neural NetworksACM Transactions on Embedded Computing Systems (TECS), 2022 Hongyi Pan Diaa Badawi Ahmet Enis Cetin 143 23 0 07 Jan 2022