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
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 28 7 0 17 Dec 2020
Neural Pruning via Growing Regularization Huan Wang Can Qin Yulun Zhang Y. Fu 37 144 0 16 Dec 2020
MINIROCKET: A Very Fast (Almost) Deterministic Transform for Time Series Classification Angus Dempster Daniel F. Schmidt Geoffrey I. Webb AI4TS 50 355 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 25 8 0 15 Dec 2020
BiSNN: Training Spiking Neural Networks with Binary Weights via Bayesian Learning Hyeryung Jang N. Skatchkovsky Osvaldo Simeone 39 17 0 15 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 29 10 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 26 83 0 08 Dec 2020
Improving Accuracy of Binary Neural Networks using Unbalanced Activation Distribution Hyungjun Kim Jihoon Park Chang-Ho Lee Jae-Joon Kim MQ 20 30 0 02 Dec 2020
Bringing AI To Edge: From Deep Learning's Perspective Di Liu Hao Kong Xiangzhong Luo Weichen Liu Ravi Subramaniam 54 116 0 25 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 26 7 0 21 Nov 2020
Rethinking Weight Decay For Efficient Neural Network Pruning Hugo Tessier Vincent Gripon Mathieu Léonardon M. Arzel T. Hannagan David Bertrand 31 25 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 13 36 0 18 Nov 2020
Layer-Wise Data-Free CNN Compression Maxwell Horton Yanzi Jin Ali Farhadi Mohammad Rastegari MQ 24 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 45 463 0 17 Nov 2020
Reducing Inference Latency with Concurrent Architectures for Image Recognition Ramyad Hadidi Jiashen Cao Michael S. Ryoo Hyesoon Kim BDL 19 3 0 13 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 27 35 0 09 Nov 2020
Generalized Negative Correlation Learning for Deep Ensembling Sebastian Buschjäger Lukas Pfahler K. Morik FedML BDL UQCV 17 17 0 05 Nov 2020
An SMT-Based Approach for Verifying Binarized Neural Networks Guy Amir Haoze Wu Clark W. Barrett Guy Katz 27 58 0 05 Nov 2020
Permute, Quantize, and Fine-tune: Efficient Compression of Neural Networks Julieta Martinez Jashan Shewakramani Ting Liu Ioan Andrei Bârsan Wenyuan Zeng R. Urtasun MQ 31 30 0 29 Oct 2020
Model Rubik's Cube: Twisting Resolution, Depth and Width for TinyNets Kai Han Yunhe Wang Qiulin Zhang Wei Zhang Chunjing Xu Tong Zhang 24 87 0 28 Oct 2020
A Statistical Framework for Low-bitwidth Training of Deep Neural Networks Jianfei Chen Yujie Gai Z. Yao Michael W. Mahoney Joseph E. Gonzalez MQ 20 58 0 27 Oct 2020
Reducing the Computational Cost of Deep Generative Models with Binary Neural Networks Thomas Bird F. Kingma David Barber SyDa MQ AI4CE 26 9 0 26 Oct 2020
EqSpike: Spike-driven Equilibrium Propagation for Neuromorphic Implementations Erwann Martin M. Ernoult Jérémie Laydevant Shuai-shuai Li D. Querlioz Teodora Petrisor Julie Grollier 27 49 0 15 Oct 2020
Training Binary Neural Networks through Learning with Noisy Supervision Kai Han Yunhe Wang Yixing Xu Chunjing Xu Enhua Wu Chang Xu MQ 15 55 0 10 Oct 2020
High-Capacity Expert Binary Networks Adrian Bulat Brais Martínez Georgios Tzimiropoulos MQ 27 57 0 07 Oct 2020
Joint Pruning & Quantization for Extremely Sparse Neural Networks Po-Hsiang Yu Sih-Sian Wu Jan P. Klopp Liang-Gee Chen Shao-Yi Chien MQ 33 14 0 05 Oct 2020
GECKO: Reconciling Privacy, Accuracy and Efficiency in Embedded Deep Learning Vasisht Duddu A. Boutet Virat Shejwalkar GNN 24 4 0 02 Oct 2020
Binary Neural Networks for Memory-Efficient and Effective Visual Place Recognition in Changing Environments Bruno Ferrarini Michael Milford Klaus D. McDonald-Maier Shoaib Ehsan MQ 25 23 0 01 Oct 2020
Stochastic Precision Ensemble: Self-Knowledge Distillation for Quantized Deep Neural Networks Yoonho Boo Sungho Shin Jungwook Choi Wonyong Sung MQ 30 29 0 30 Sep 2020
Self-grouping Convolutional Neural Networks Qingbei Guo Xiaojun Wu J. Kittler Zhiquan Feng 25 22 0 29 Sep 2020
Rotated Binary Neural Network Mingbao Lin Rongrong Ji Zi-Han Xu Baochang Zhang Yan Wang Yongjian Wu Feiyue Huang Chia-Wen Lin MQ 24 129 0 28 Sep 2020
Kernel Based Progressive Distillation for Adder Neural Networks Yixing Xu Chang Xu Xinghao Chen Wei Zhang Chunjing Xu Yunhe Wang 46 47 0 28 Sep 2020
TernaryBERT: Distillation-aware Ultra-low Bit BERT Wei Zhang Lu Hou Yichun Yin Lifeng Shang Xiao Chen Xin Jiang Qun Liu MQ 35 209 0 27 Sep 2020
MEAL V2: Boosting Vanilla ResNet-50 to 80%+ Top-1 Accuracy on ImageNet without Tricks Zhiqiang Shen Marios Savvides 33 63 0 17 Sep 2020
MSP: An FPGA-Specific Mixed-Scheme, Multi-Precision Deep Neural Network Quantization Framework Sung-En Chang Yanyu Li Mengshu Sun Weiwen Jiang Runbin Shi Xue Lin Yanzhi Wang MQ 27 7 0 16 Sep 2020
Alternating Direction Method of Multipliers for Quantization Tianjian Huang Prajwal Singhania Maziar Sanjabi Pabitra Mitra Meisam Razaviyayn MQ 30 10 0 08 Sep 2020
Layer-specific Optimization for Mixed Data Flow with Mixed Precision in FPGA Design for CNN-based Object Detectors Duy-Thanh Nguyen Hyun Kim Hyuk-Jae Lee MQ 25 60 0 03 Sep 2020
Transform Quantization for CNN (Convolutional Neural Network) Compression Sean I. Young Wang Zhe David S. Taubman B. Girod MQ 36 69 0 02 Sep 2020
Stochastic Markov Gradient Descent and Training Low-Bit Neural Networks Jonathan Ashbrock A. Powell MQ 32 5 0 25 Aug 2020
Stable Low-rank Tensor Decomposition for Compression of Convolutional Neural Network Anh-Huy Phan Konstantin Sobolev Konstantin Sozykin Dmitry Ermilov Julia Gusak P. Tichavský Valeriy Glukhov Ivan Oseledets A. Cichocki BDL 27 129 0 12 Aug 2020
Compression of Deep Learning Models for Text: A Survey Manish Gupta Puneet Agrawal VLM MedIm AI4CE 22 115 0 12 Aug 2020
Leveraging Automated Mixed-Low-Precision Quantization for tiny edge microcontrollers Manuele Rusci Marco Fariselli Alessandro Capotondi Luca Benini MQ 24 17 0 12 Aug 2020
NASB: Neural Architecture Search for Binary Convolutional Neural Networks Baozhou Zhu Zaid Al-Ars P. Hofstee MQ 24 23 0 08 Aug 2020
Controlling Information Capacity of Binary Neural Network D. Ignatov Andrey D. Ignatov MQ 39 21 0 04 Aug 2020
The Effects of Approximate Multiplication on Convolutional Neural Networks Min Soo Kim A. D. Del Barrio Hyunjin Kim N. Bagherzadeh 18 46 0 20 Jul 2020
MCUNet: Tiny Deep Learning on IoT Devices Ji Lin Wei-Ming Chen Chengyue Wu J. Cohn Chuang Gan Song Han 93 478 0 20 Jul 2020
Always-On 674uW @ 4GOP/s Error Resilient Binary Neural Networks with Aggressive SRAM Voltage Scaling on a 22nm IoT End-Node Alfio Di Mauro Francesco Conti Pasquale Davide Schiavone D. Rossi Luca Benini 26 9 0 17 Jul 2020
AQD: Towards Accurate Fully-Quantized Object Detection Peng Chen Jing Liu Bohan Zhuang Mingkui Tan Chunhua Shen MQ 34 10 0 14 Jul 2020
T-Basis: a Compact Representation for Neural Networks Anton Obukhov M. Rakhuba Stamatios Georgoulis Menelaos Kanakis Dengxin Dai Luc Van Gool 41 27 0 13 Jul 2020
Distillation Guided Residual Learning for Binary Convolutional Neural Networks Jianming Ye Shiliang Zhang Jingdong Wang MQ 30 19 0 10 Jul 2020