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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
Adaptive Inference through Early-Exit Networks: Design, Challenges and Directions Stefanos Laskaridis Alexandros Kouris Nicholas D. Lane TPM 120 122 0 09 Jun 2021
Dynamic Resolution Network Mingjian Zhu Kai Han Enhua Wu Qiulin Zhang Ying Nie Zhenzhong Lan Yunhe Wang OOD 108 52 0 05 Jun 2021
Patch Slimming for Efficient Vision Transformers Yehui Tang Kai Han Yunhe Wang Chang Xu Jianyuan Guo Chao Xu Dacheng Tao ViT 126 168 0 05 Jun 2021
Multiplierless MP-Kernel Machine For Energy-efficient Edge Devices Abhishek Ramdas Nair P. Nath S. Chakrabartty Chetan Singh Thakur 132 15 0 03 Jun 2021
LLC: Accurate, Multi-purpose Learnt Low-dimensional Binary Codes Aditya Kusupati Matthew Wallingford Vivek Ramanujan Raghav Somani J. S. Park Krishna Pillutla Prateek Jain Sham Kakade Ali Farhadi MQ OffRL 160 9 0 02 Jun 2021
Universal Adder Neural Networks Hanting Chen Yunhe Wang Chang Xu Chao Xu Chunjing Xu Tong Zhang 93 3 0 29 May 2021
Integer-Only Neural Network Quantization Scheme Based on Shift-Batch-Normalization Qingyu Guo Yuan Wang Xiaoxin Cui MQ 39 2 0 28 May 2021
Pruning and Slicing Neural Networks using Formal Verification O. Lahav Guy Katz 89 20 0 28 May 2021
Quantization and Deployment of Deep Neural Networks on Microcontrollers Pierre-Emmanuel Novac G. B. Hacene Alain Pegatoquet Benoit Miramond Vincent Gripon MQ 70 125 0 27 May 2021
Towards Efficient Full 8-bit Integer DNN Online Training on Resource-limited Devices without Batch Normalization Yukuan Yang Xiaowei Chi Lei Deng Tianyi Yan Feng Gao Guoqi Li MQ 79 6 0 27 May 2021
SIMDRAM: An End-to-End Framework for Bit-Serial SIMD Computing in DRAM Nastaran Hajinazar Geraldo F. Oliveira Sven Gregorio João Dinis Ferreira Nika Mansouri-Ghiasi Minesh Patel M. Alser Saugata Ghose Juan Gómez Luna O. Mutlu 53 18 0 26 May 2021
DTNN: Energy-efficient Inference with Dendrite Tree Inspired Neural Networks for Edge Vision Applications Yaoyu Zhang Wai Teng Tang Matthew Kay Fei Lee Chuping Qu Weng-Fai Wong Rick Siow Mong Goh 74 0 0 25 May 2021
An In-Memory Analog Computing Co-Processor for Energy-Efficient CNN Inference on Mobile Devices Mohammed E. Elbtity Abhishek Singh Brendan Reidy Xiaochen Guo Ramtin Zand 51 20 0 24 May 2021
Content-adaptive Representation Learning for Fast Image Super-resolution Yukai Shi Jinghui Qin SupR 104 0 0 20 May 2021
Single-Layer Vision Transformers for More Accurate Early Exits with Less Overhead Arian Bakhtiarnia Qi Zhang Alexandros Iosifidis 73 35 0 19 May 2021
Is In-Domain Data Really Needed? A Pilot Study on Cross-Domain Calibration for Network Quantization Haichao Yu Linjie Yang Humphrey Shi OOD MQ 65 6 0 16 May 2021
Lightweight Compression of Intermediate Neural Network Features for Collaborative Intelligence R. Cohen Hyomin Choi Ivan V. Bajić 58 24 0 15 May 2021
Quantized Proximal Averaging Network for Analysis Sparse Coding Kartheek Kumar Reddy Nareddy Mani Madhoolika Bulusu P. Pokala C. Seelamantula MQ 81 1 0 13 May 2021
Lightweight compression of neural network feature tensors for collaborative intelligence R. Cohen Hyomin Choi Ivan V. Bajić 62 44 0 12 May 2021
Winograd Algorithm for AdderNet Wenshuo Li Hanting Chen Mingqiang Huang Xinghao Chen Chunjing Xu Yunhe Wang 79 8 0 12 May 2021
Binarized Weight Error Networks With a Transition Regularization Term Savas Ozkan G. Akar MQ 51 1 0 09 May 2021
RBNN: Memory-Efficient Reconfigurable Deep Binary Neural Network with IP Protection for Internet of Things Huming Qiu Hua Ma Zhi-Li Zhang Yifeng Zheng Anmin Fu Pan Zhou Yansong Gao Derek Abbott S. Al-Sarawi MQ 94 10 0 09 May 2021
Encoding Weights of Irregular Sparsity for Fixed-to-Fixed Model Compression Baeseong Park S. Kwon Daehwan Oh Byeongwook Kim Dongsoo Lee 75 4 0 05 May 2021
The Synergy of Complex Event Processing and Tiny Machine Learning in Industrial IoT Haoyu Ren Darko Anicic Thomas Runkler 46 27 0 04 May 2021
Binarized Aggregated Network with Quantization: Flexible Deep Learning Deployment for CSI Feedback in Massive MIMO System Zhilin Lu Xudong Zhang Hongyi He Jintao Wang Jian Song MQ 68 40 0 01 May 2021
Condensation-Net: Memory-Efficient Network Architecture with Cross-Channel Pooling Layers and Virtual Feature Maps Tse-Wei Chen Motoki Yoshinaga Hongxing Gao Wei Tao Dongchao Wen Junjie Liu Kinya Osa Masami Kato 47 8 0 29 Apr 2021
Quantization of Deep Neural Networks for Accurate Edge Computing Wentao Chen Hailong Qiu Zhuang Jian Chutong Zhang Yu Hu Qing Lu Tianchen Wang Yiyu Shi Meiping Huang Xiaowe Xu 106 24 0 25 Apr 2021
Improving the Accuracy of Early Exits in Multi-Exit Architectures via Curriculum Learning Arian Bakhtiarnia Qi Zhang Alexandros Iosifidis 111 13 0 21 Apr 2021
Differentiable Model Compression via Pseudo Quantization Noise Alexandre Défossez Yossi Adi Gabriel Synnaeve DiffM MQ 96 50 0 20 Apr 2021
Vision Transformer Pruning Mingjian Zhu Yehui Tang Kai Han ViT 99 92 0 17 Apr 2021
Random and Adversarial Bit Error Robustness: Energy-Efficient and Secure DNN Accelerators David Stutz Nandhini Chandramoorthy Matthias Hein Bernt Schiele AAML MQ 80 18 0 16 Apr 2021
"BNN - BN = ?": Training Binary Neural Networks without Batch Normalization Tianlong Chen Zhenyu Zhang Xu Ouyang Zechun Liu Zhiqiang Shen Zhangyang Wang MQ 109 37 0 16 Apr 2021
AsymmNet: Towards ultralight convolution neural networks using asymmetrical bottlenecks Haojin Yang Zhengdi Shen Yucheng Zhao 74 10 0 15 Apr 2021
Fast Walsh-Hadamard Transform and Smooth-Thresholding Based Binary Layers in Deep Neural Networks Hongyi Pan Diaa Badawi Ahmet Enis Cetin 98 21 0 14 Apr 2021
ENOS: Energy-Aware Network Operator Search for Hybrid Digital and Compute-in-Memory DNN Accelerators Shamma Nasrin A. Shylendra Yuti Kadakia N. Iliev Wilfred Gomes Theja Tulabandhula A. R. Trivedi MQ 55 2 0 12 Apr 2021
A Bop and Beyond: A Second Order Optimizer for Binarized Neural Networks C. Suarez-Ramirez M. González-Mendoza Leonardo Chang-Fernández Gilberto Ochoa-Ruiz M. Duran-Vega MQ 55 8 0 11 Apr 2021
Creating Robust Deep Neural Networks With Coded Distributed Computing for IoT Systems Ramyad Hadidi Jiashen Cao Hyesoon Kim 38 0 0 09 Apr 2021
NullaNet Tiny: Ultra-low-latency DNN Inference Through Fixed-function Combinational Logic M. Nazemi A. Fayyazi Amirhossein Esmaili Atharva Khare Soheil Nazar Shahsavani Massoud Pedram 40 13 0 07 Apr 2021
Binary Neural Network for Speaker Verification Tinglong Zhu Xiaoyi Qin Ming Li MQ 56 12 0 06 Apr 2021
Content-Aware GAN Compression Yuchen Liu Zhixin Shu Yijun Li Zhe Lin Federico Perazzi S. Kung GAN 73 59 0 06 Apr 2021
A Configurable BNN ASIC using a Network of Programmable Threshold Logic Standard Cells Ankit Wagle S. Khatri S. Vrudhula 43 8 0 04 Apr 2021
Faster Convolution Inference Through Using Pre-Calculated Lookup Tables Grigor Gatchev V. Mollov VLM 46 0 0 04 Apr 2021
Network Quantization with Element-wise Gradient Scaling Junghyup Lee Dohyung Kim Bumsub Ham MQ 94 120 0 02 Apr 2021
Anytime Dense Prediction with Confidence Adaptivity Zhuang Liu Zhiqiu Xu H. Wang Trevor Darrell Evan Shelhamer 76 20 0 01 Apr 2021
Is Label Smoothing Truly Incompatible with Knowledge Distillation: An Empirical Study Zhiqiang Shen Zechun Liu Dejia Xu Zitian Chen Kwang-Ting Cheng Marios Savvides 92 76 0 01 Apr 2021
Training Multi-bit Quantized and Binarized Networks with A Learnable Symmetric Quantizer Phuoc Pham J. Abraham Jaeyong Chung MQ 81 13 0 01 Apr 2021
Bit-Mixer: Mixed-precision networks with runtime bit-width selection Adrian Bulat Georgios Tzimiropoulos MQ 77 27 0 31 Mar 2021
Charged particle tracking via edge-classifying interaction networks G. Dezoort S. Thais Javier Mauricio Duarte Vesal Razavimaleki M. Atkinson I. Ojalvo Mark S. Neubauer P. Elmer 95 49 0 30 Mar 2021
Slimmable Compressive Autoencoders for Practical Neural Image Compression Feiyu Yang Luis Herranz Yongmei Cheng M. Mozerov 71 66 0 29 Mar 2021
BCNN: Binary Complex Neural Network Yanfei Li Tong Geng Ang Li Huimin Yu MQ 59 8 0 28 Mar 2021