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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 / 1,763 papers shown

Title
SPIN: An Empirical Evaluation on Sharing Parameters of Isotropic NetworksEuropean Conference on Computer Vision (ECCV), 2022 Chien-Yu Lin Anish K. Prabhu Thomas Merth Sachin Mehta Anurag Ranjan Maxwell Horton Mohammad Rastegari 86 3 0 21 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 99 3 0 19 Jul 2022
Accelerating Deep Learning Model Inference on Arm CPUs with Ultra-Low Bit Quantization and Runtime Saad Ashfaq Mohammadhossein Askarihemmat Sudhakar Sah Ehsan Saboori Olivier Mastropietro Alexander Hoffman BDL MQ 89 7 0 18 Jul 2022
E2FIF: Push the limit of Binarized Deep Imagery Super-resolution using End-to-end Full-precision Information FlowIEEE Transactions on Image Processing (IEEE TIP), 2022 Zhiqiang Lang Chongxing Song Lei Zhang Wei Wei SupR MQ 158 6 0 14 Jul 2022
Lipschitz Continuity Retained Binary Neural NetworkEuropean Conference on Computer Vision (ECCV), 2022 Yuzhang Shang Dan Xu Bin Duan Ziliang Zong Liqiang Nie Yan Yan 136 23 0 13 Jul 2022
Sub 8-Bit Quantization of Streaming Keyword Spotting Models for Embedded ChipsetsInternational Conference on Text, Speech and Dialogue (TSD), 2022 Lu Zeng S. Parthasarathi Yuzong Liu Alex Escott S. Cheekatmalla N. Strom S. Vitaladevuni MQ 128 8 0 13 Jul 2022
Learning Representations for CSI Adaptive Quantization and Feedback Valentina Rizzello Matteo Nerini M. Joham B. Clerckx Wolfgang Utschick MQ 92 6 0 13 Jul 2022
Normalized Feature Distillation for Semantic Segmentation Tao Liu Xi Yang Chenshu Chen 91 5 0 12 Jul 2022
Sparsifying Binary Networks Riccardo Schiavone Maria A. Zuluaga MQ 87 0 0 11 Jul 2022
Network Binarization via Contrastive LearningEuropean Conference on Computer Vision (ECCV), 2022 Yuzhang Shang Dan Xu Ziliang Zong Liqiang Nie Yan Yan AAML MQ 185 25 0 06 Jul 2022
BiTAT: Neural Network Binarization with Task-dependent Aggregated Transformation Geondo Park Jaehong Yoon Hai-Feng Zhang Xingge Zhang Sung Ju Hwang Yonina C. Eldar MQ 117 1 0 04 Jul 2022
DRESS: Dynamic REal-time Sparse Subnets Zhongnan Qu Syed Shakib Sarwar Xin Dong Yuecheng Li Huseyin Ekin Sumbul B. D. Salvo 3DH 119 2 0 01 Jul 2022
On-Device Training Under 256KB MemoryNeural Information Processing Systems (NeurIPS), 2022 Ji Lin Ligeng Zhu Wei-Ming Chen Wei-Chen Wang Chuang Gan Song Han MQ 251 248 0 30 Jun 2022
CTMQ: Cyclic Training of Convolutional Neural Networks with Multiple Quantization Steps Hyunjin Kim Jungwoon Shin Alberto A. Del Barrio MQ 119 2 0 26 Jun 2022
How to train accurate BNNs for embedded systems? F. D. Putter Henk Corporaal MQ 114 6 0 24 Jun 2022
Towards Green ASR: Lossless 4-bit Quantization of a Hybrid TDNN System on the 300-hr Switchboard CorpusInterspeech (Interspeech), 2022 Junhao Xu Shoukang Hu Xunying Liu Helen M. Meng MQ 131 5 0 23 Jun 2022
A Langevin-like Sampler for Discrete DistributionsInternational Conference on Machine Learning (ICML), 2022 Ruqi Zhang Xingchao Liu Qiang Liu BDL 93 46 0 20 Jun 2022
LUT-GEMM: Quantized Matrix Multiplication based on LUTs for Efficient Inference in Large-Scale Generative Language ModelsInternational Conference on Learning Representations (ICLR), 2022 Gunho Park Baeseong Park Minsub Kim Sungjae Lee Jeonghoon Kim Beomseok Kwon S. Kwon Byeongwook Kim Youngjoo Lee Dongsoo Lee MQ 244 103 0 20 Jun 2022
Fast Lossless Neural Compression with Integer-Only Discrete FlowsInternational Conference on Machine Learning (ICML), 2022 Siyu Wang Jianfei Chen Chongxuan Li Jun Zhu Bo Zhang MQ 115 8 0 17 Jun 2022
PRANC: Pseudo RAndom Networks for Compacting deep modelsIEEE International Conference on Computer Vision (ICCV), 2022 Parsa Nooralinejad Ali Abbasi Soroush Abbasi Koohpayegani Kossar Pourahmadi Meibodi Rana Muhammad Shahroz Khan Soheil Kolouri Hamed Pirsiavash DD 150 0 0 16 Jun 2022
Why Quantization Improves Generalization: NTK of Binary Weight Neural Networks Kaiqi Zhang Ming Yin Yu Wang MQ 130 6 0 13 Jun 2022
Pixel to Binary Embedding Towards Robustness for CNNsInternational Conference on Pattern Recognition (ICPR), 2022 Ikki Kishida Hideki Nakayama 164 0 0 13 Jun 2022
Binarizing Split Learning for Data Privacy Enhancement and Computation ReductionIEEE Transactions on Information Forensics and Security (IEEE TIFS), 2022 Ngoc Duy Pham A. Abuadbba Yansong Gao K. Phan Naveen Chilamkurti 101 49 0 10 Jun 2022
Compilation and Optimizations for Efficient Machine Learning on Embedded Systems Xiaofan Zhang Yao Chen Cong Hao Sitao Huang Yuhong Li Deming Chen 143 2 0 06 Jun 2022
Searching Similarity Measure for Binarized Neural Networks Yanfei Li Ang Li Huimin Yu 83 0 0 05 Jun 2022
Combinatorial optimization for low bit-width neural networksInternational Conference on Pattern Recognition (ICPR), 2022 Hanxu Zhou Aida Ashrafi Matthew B. Blaschko MQ 142 0 0 04 Jun 2022
Extreme Compression for Pre-trained Transformers Made Simple and EfficientNeural Information Processing Systems (NeurIPS), 2022 Xiaoxia Wu Z. Yao Minjia Zhang Conglong Li Yuxiong He MQ 101 31 0 04 Jun 2022
DepthShrinker: A New Compression Paradigm Towards Boosting Real-Hardware Efficiency of Compact Neural NetworksInternational Conference on Machine Learning (ICML), 2022 Y. Fu Haichuan Yang Jiayi Yuan Meng Li Cheng Wan Raghuraman Krishnamoorthi Vikas Chandra Yingyan Lin 261 22 0 02 Jun 2022
NIPQ: Noise proxy-based Integrated Pseudo-QuantizationComputer Vision and Pattern Recognition (CVPR), 2022 Juncheol Shin Junhyuk So Sein Park Seungyeop Kang S. Yoo Eunhyeok Park 122 37 0 02 Jun 2022
ORC: Network Group-based Knowledge Distillation using Online Role ChangeIEEE International Conference on Computer Vision (ICCV), 2022 Jun-woo Choi Hyeon Cho Seockhwa Jeong Wonjun Hwang 87 5 0 01 Jun 2022
Gator: Customizable Channel Pruning of Neural Networks with GatingInternational Conference on Artificial Neural Networks (ICANN), 2022 E. Passov E. David N. Netanyahu AAML 96 0 0 30 May 2022
BiT: Robustly Binarized Multi-distilled TransformerNeural Information Processing Systems (NeurIPS), 2022 Zechun Liu Barlas Oğuz Aasish Pappu Lin Xiao Scott Yih Meng Li Raghuraman Krishnamoorthi Yashar Mehdad MQ 200 73 0 25 May 2022
Ultra-compact Binary Neural Networks for Human Activity Recognition on RISC-V ProcessorsACM International Conference on Computing Frontiers (CF), 2021 Francesco Daghero Chenhao Xie Daniele Jahier Pagliari Luca Bompani Marco Castellano Luca Gandolfi A. Calimera Enrico Macii Massimo Poncino BDL MQ 138 15 0 25 May 2022
OPQ: Compressing Deep Neural Networks with One-shot Pruning-QuantizationAAAI Conference on Artificial Intelligence (AAAI), 2021 Peng Hu Xi Peng Erik Cambria M. Aly Jie Lin MQ 172 72 0 23 May 2022
HyBNN and FedHyBNN: (Federated) Hybrid Binary Neural Networks Kinshuk Dua FedML MQ 106 0 0 19 May 2022
Fast matrix multiplication for binary and ternary CNNs on ARM CPUInternational Conference on Pattern Recognition (ICPR), 2022 A. Trusov E. Limonova D. Nikolaev V. Arlazarov MQ 92 5 0 18 May 2022
Automating In-Network Machine Learning Changgang Zheng Mingyuan Zang Xinpeng Hong Riyad Bensoussane S. Vargaftik Y. Ben-Itzhak Noa Zilberman 116 45 0 18 May 2022
Binarizing by Classification: Is soft function really necessary? Yefei He Luoming Zhang Weijia Wu Hong Zhou MQ 265 3 0 16 May 2022
A Comprehensive Survey on Model Quantization for Deep Neural Networks in Image ClassificationACM Transactions on Intelligent Systems and Technology (ACM TIST), 2022 Babak Rokh A. Azarpeyvand Alireza Khanteymoori MQ 257 149 0 14 May 2022
Knowledge Distillation Meets Open-Set Semi-Supervised LearningInternational Journal of Computer Vision (IJCV), 2022 Jing Yang Xiatian Zhu Adrian Bulat Brais Martínez Georgios Tzimiropoulos 183 11 0 13 May 2022
Target Aware Network Architecture Search and Compression for Efficient Knowledge Transfer S. H. Shabbeer Basha Debapriya Tula Sravan Kumar Vinakota S. Dubey 108 4 0 12 May 2022
A Survey on AI Sustainability: Emerging Trends on Learning Algorithms and Research Challenges Zhenghua Chen Ruibing Jin Alvin Chan Xiaoli Li Yew-Soon Ong 110 9 0 08 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 104 10 0 07 May 2022
Online Model Compression for Federated Learning with Large ModelsIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 Tien-Ju Yang Yonghui Xiao Giovanni Motta F. Beaufays Rajiv Mathews Mingqing Chen FedML MQ 121 11 0 06 May 2022
Converting Artificial Neural Networks to Spiking Neural Networks via Parameter Calibration Yuhang Li Shi-Wee Deng Xin Dong Shi Gu 107 24 0 06 May 2022
Edge-PRUNE: Flexible Distributed Deep Learning Inference Jani Boutellier Bo Tan J. Nurmi 131 3 0 27 Apr 2022
Landing AI on Networks: An equipment vendor viewpoint on Autonomous Driving NetworksIEEE Transactions on Network and Service Management (IEEE TNSM), 2022 Dario Rossi Liang Zhang 87 15 0 26 Apr 2022
Enable Deep Learning on Mobile Devices: Methods, Systems, and Applications Han Cai Ji Lin Chengyue Wu Zhijian Liu Haotian Tang Hanrui Wang Ligeng Zhu Song Han 194 129 0 25 Apr 2022
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 164 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 85 36 0 14 Apr 2022