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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
Network Automatic Pruning: Start NAP and Take a Nap Wenyuan Zeng Yuwen Xiong R. Urtasun 60 9 0 17 Jan 2021
Slot Machines: Discovering Winning Combinations of Random Weights in Neural Networks Maxwell Mbabilla Aladago Lorenzo Torresani 66 10 0 16 Jan 2021
ACP: Automatic Channel Pruning via Clustering and Swarm Intelligence Optimization for CNN Jingfei Chang Yang Lu Ping Xue Yiqun Xu Zhen Wei 57 40 0 16 Jan 2021
Single-path Bit Sharing for Automatic Loss-aware Model Compression Jing Liu Bohan Zhuang Peng Chen Chunhua Shen Jianfei Cai Mingkui Tan MQ 58 8 0 13 Jan 2021
Convolutional Neural Network Simplification with Progressive Retraining D. Osaku J. Gomes A. X. Falcão 38 4 0 12 Jan 2021
Sound Event Detection with Binary Neural Networks on Tightly Power-Constrained IoT Devices G. Cerutti Renzo Andri Lukas Cavigelli Michele Magno Elisabetta Farella Luca Benini MQ 84 39 0 12 Jan 2021
Activation Density based Mixed-Precision Quantization for Energy Efficient Neural Networks Karina Vasquez Yeshwanth Venkatesha Abhiroop Bhattacharjee Abhishek Moitra Priyadarshini Panda MQ 82 15 0 12 Jan 2021
Adversarially Robust and Explainable Model Compression with On-Device Personalization for Text Classification Yao Qiang Supriya Tumkur Suresh Kumar Marco Brocanelli D. Zhu AAML 45 0 0 10 Jan 2021
A Reconfigurable Convolution-in-Pixel CMOS Image Sensor Architecture Rui Song Kejie Huang Zongsheng Wang Haibin Shen 64 26 0 09 Jan 2021
I-BERT: Integer-only BERT Quantization Sehoon Kim A. Gholami Z. Yao Michael W. Mahoney Kurt Keutzer MQ 223 355 0 05 Jan 2021
Binary Graph Neural Networks Mehdi Bahri Gaétan Bahl Stefanos Zafeiriou GNN AI4CE 85 54 0 31 Dec 2020
BinaryBERT: Pushing the Limit of BERT Quantization Haoli Bai Wei Zhang Lu Hou Lifeng Shang Jing Jin Xin Jiang Qun Liu Michael Lyu Irwin King MQ 258 227 0 31 Dec 2020
Direct Quantization for Training Highly Accurate Low Bit-width Deep Neural Networks Ziquan Liu Wuguannan Yao Qiao Li Antoni B. Chan MQ 134 10 0 26 Dec 2020
Hybrid and Non-Uniform quantization methods using retro synthesis data for efficient inference Gvsl Tej Pratap R. Kumar MQ 67 1 0 26 Dec 2020
YolactEdge: Real-time Instance Segmentation on the Edge Haotian Liu Rafael Rivera Soto Fanyi Xiao Yong Jae Lee ISeg SSeg 89 62 0 22 Dec 2020
FracBNN: Accurate and FPGA-Efficient Binary Neural Networks with Fractional Activations Yichi Zhang Junhao Pan Xinheng Liu Hongzheng Chen Deming Chen Zhiru Zhang MQ 109 96 0 22 Dec 2020
Hardware and Software Optimizations for Accelerating Deep Neural Networks: Survey of Current Trends, Challenges, and the Road Ahead Maurizio Capra Beatrice Bussolino Alberto Marchisio Guido Masera Maurizio Martina Mohamed Bennai BDL 154 147 0 21 Dec 2020
FantastIC4: A Hardware-Software Co-Design Approach for Efficiently Running 4bit-Compact Multilayer Perceptrons Simon Wiedemann Suhas Shivapakash P. Wiedemann Daniel Becking Wojciech Samek F. Gerfers Thomas Wiegand MQ 86 7 0 17 Dec 2020
Neural Pruning via Growing Regularization Huan Wang Can Qin Yulun Zhang Y. Fu 134 148 0 16 Dec 2020
MINIROCKET: A Very Fast (Almost) Deterministic Transform for Time Series Classification Angus Dempster Daniel F. Schmidt Geoffrey I. Webb AI4TS 134 371 0 16 Dec 2020
Rule Extraction from Binary Neural Networks with Convolutional Rules for Model Validation Sophie Burkhardt Jannis Brugger Nicolas Wagner Zahra Ahmadi Kristian Kersting Stefan Kramer NAI FAtt 90 8 0 15 Dec 2020
BiSNN: Training Spiking Neural Networks with Binary Weights via Bayesian Learning Hyeryung Jang N. Skatchkovsky Osvaldo Simeone 116 17 0 15 Dec 2020
Multi-Interactive Attention Network for Fine-grained Feature Learning in CTR Prediction Kai Zhang Hao Qian Daixin Wang Qi Liu Longfei Li Jun Zhou Jianhui Ma Enhong Chen HAI 77 50 0 13 Dec 2020
Robustness and Transferability of Universal Attacks on Compressed Models Alberto G. Matachana Kenneth T. Co Luis Muñoz-González David Martínez Emil C. Lupu AAML 50 10 0 10 Dec 2020
Recurrence of Optimum for Training Weight and Activation Quantized Networks Ziang Long Penghang Yin Jack Xin MQ 74 4 0 10 Dec 2020
Mix and Match: A Novel FPGA-Centric Deep Neural Network Quantization Framework Sung-En Chang Yanyu Li Mengshu Sun Runbin Shi Hayden Kwok-Hay So Xuehai Qian Yanzhi Wang Xue Lin MQ 91 89 0 08 Dec 2020
Parameter Efficient Multimodal Transformers for Video Representation Learning Sangho Lee Youngjae Yu Gunhee Kim Thomas Breuel Jan Kautz Yale Song ViT 120 78 0 08 Dec 2020
SoK: Training Machine Learning Models over Multiple Sources with Privacy Preservation Lushan Song Guopeng Lin Jiaxuan Wang Haoqi Wu Wenqiang Ruan Weili Han 157 9 0 06 Dec 2020
A Single-Cycle MLP Classifier Using Analog MRAM-based Neurons and Synapses Ramtin Zand 18 0 0 04 Dec 2020
EVRNet: Efficient Video Restoration on Edge Devices Sachin Mehta Amit Kumar F. Reda Varun Nasery Vikram Mulukutla Rakesh Ranjan Vikas Chandra 53 11 0 03 Dec 2020
DecisiveNets: Training Deep Associative Memories to Solve Complex Machine Learning Problems Vincent Gripon Carlos Lassance G. B. Hacene 30 0 0 02 Dec 2020
Improving Accuracy of Binary Neural Networks using Unbalanced Activation Distribution Hyungjun Kim Jihoon Park Chang-Ho Lee Jae-Joon Kim MQ 91 32 0 02 Dec 2020
Robust error bounds for quantised and pruned neural networks Jiaqi Li R. Drummond S. Duncan 53 4 0 30 Nov 2020
A Selective Survey on Versatile Knowledge Distillation Paradigm for Neural Network Models J. Ku Jihun Oh Youngyoon Lee Gaurav Pooniwala Sangjeong Lee 49 3 0 30 Nov 2020
Fully Quantized Image Super-Resolution Networks Hu Wang Peng Chen Bohan Zhuang Chunhua Shen SupR MQ 93 30 0 29 Nov 2020
Towards Fast and Light-Weight Restoration of Dark Images Mohit Lamba Atul Balaji Kaushik Mitra 64 26 0 28 Nov 2020
Ax-BxP: Approximate Blocked Computation for Precision-Reconfigurable Deep Neural Network Acceleration Reena Elangovan Shubham Jain A. Raghunathan 28 7 0 25 Nov 2020
Bringing AI To Edge: From Deep Learning's Perspective Di Liu Hao Kong Xiangzhong Luo Weichen Liu Ravi Subramaniam 118 125 0 25 Nov 2020
A Review of Recent Advances of Binary Neural Networks for Edge Computing Wenyu Zhao Teli Ma Xuan Gong Baochang Zhang David Doermann MQ 79 24 0 24 Nov 2020
BARS: Joint Search of Cell Topology and Layout for Accurate and Efficient Binary ARchitectures Tianchen Zhao Xuefei Ning Xiangsheng Shi Songyi Yang Shuang Liang Peng Lei Jianfei Chen Huazhong Yang Yu Wang MQ 100 7 0 21 Nov 2020
HAWQV3: Dyadic Neural Network Quantization Z. Yao Zhen Dong Zhangcheng Zheng A. Gholami Jiali Yu ... Leyuan Wang Qijing Huang Yida Wang Michael W. Mahoney Kurt Keutzer MQ 141 87 0 20 Nov 2020
Rethinking Weight Decay For Efficient Neural Network Pruning Hugo Tessier Vincent Gripon Mathieu Léonardon M. Arzel T. Hannagan David Bertrand 112 28 0 20 Nov 2020
Larq Compute Engine: Design, Benchmark, and Deploy State-of-the-Art Binarized Neural Networks T. Bannink Arash Bakhtiari Adam Hillier Lukas Geiger T. D. Bruin Leon Overweel J. Neeven K. Helwegen 3DV MQ 68 37 0 18 Nov 2020
Layer-Wise Data-Free CNN Compression Maxwell Horton Yanzi Jin Ali Farhadi Mohammad Rastegari MQ 67 17 0 18 Nov 2020
Empowering Things with Intelligence: A Survey of the Progress, Challenges, and Opportunities in Artificial Intelligence of Things Jing Zhang Dacheng Tao 105 477 0 17 Nov 2020
Digging Deeper into CRNN Model in Chinese Text Images Recognition Kunhong Yu Yuze Zhang 42 2 0 17 Nov 2020
Reducing Inference Latency with Concurrent Architectures for Image Recognition Ramyad Hadidi Jiashen Cao Michael S. Ryoo Hyesoon Kim BDL 65 3 0 13 Nov 2020
Automated Model Compression by Jointly Applied Pruning and Quantization Wenting Tang Xingxing Wei Yue Liu MQ 37 7 0 12 Nov 2020
FAT: Training Neural Networks for Reliable Inference Under Hardware Faults Ussama Zahid Giulio Gambardella Nicholas J. Fraser Michaela Blott K. Vissers 51 45 0 11 Nov 2020
All-optical neuromorphic binary convolution with a spiking VCSEL neuron for image gradient magnitudes Yahui Zhang J. Robertson Di Zhang Matvej Hejda Julián Bueno Antonio Hurtado 45 35 0 09 Nov 2020