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
Wearable-based Human Activity Recognition with Spatio-Temporal Spiking Neural Networks Yuhang Li Ruokai Yin Hyoungseob Park Youngeun Kim Priyadarshini Panda 26 14 0 14 Nov 2022
Pruning Very Deep Neural Network Channels for Efficient Inference Yihui He 35 1 0 14 Nov 2022
BiViT: Extremely Compressed Binary Vision Transformer Yefei He Zhenyu Lou Luoming Zhang Jing Liu Weijia Wu Hong Zhou Bohan Zhuang ViT MQ 28 28 0 14 Nov 2022
BiFSMNv2: Pushing Binary Neural Networks for Keyword Spotting to Real-Network Performance Haotong Qin Xudong Ma Yifu Ding Xiaochen Li Yang Zhang Zejun Ma Jiakai Wang Jie Luo Xianglong Liu MQ 40 20 0 13 Nov 2022
Partial Binarization of Neural Networks for Budget-Aware Efficient Learning Udbhav Bamba Neeraj Anand Saksham Aggarwal Dilip K Prasad D. K. Gupta MQ 26 0 0 12 Nov 2022
AskewSGD : An Annealed interval-constrained Optimisation method to train Quantized Neural Networks Louis Leconte S. Schechtman Eric Moulines 34 4 0 07 Nov 2022
Efficient Spatially Sparse Inference for Conditional GANs and Diffusion Models Zhekai Zhang Ji Lin Chenlin Meng Stefano Ermon Song Han Jun-Yan Zhu DiffM 40 45 0 03 Nov 2022
MinUn: Accurate ML Inference on Microcontrollers Shikhar Jaiswal R. Goli Aayan Kumar Vivek Seshadri Rahul Sharma 29 2 0 29 Oct 2022
Collaborative Multi-Teacher Knowledge Distillation for Learning Low Bit-width Deep Neural Networks Cuong Pham Tuan Hoang Thanh-Toan Do FedML MQ 40 14 0 27 Oct 2022
LAB: Learnable Activation Binarizer for Binary Neural Networks Sieger Falkena Hadi Jamali Rad Jan van Gemert MQ 42 3 0 25 Oct 2022
Fast and Low-Memory Deep Neural Networks Using Binary Matrix Factorization Alireza Bordbar M. Kahaei MQ 33 0 0 24 Oct 2022
ODG-Q: Robust Quantization via Online Domain Generalization Chaofan Tao Ngai Wong MQ 44 1 0 17 Oct 2022
AttTrack: Online Deep Attention Transfer for Multi-object Tracking Keivan Nalaie Rong Zheng VOT 26 5 0 16 Oct 2022
MKIS-Net: A Light-Weight Multi-Kernel Network for Medical Image Segmentation T. M. Khan Muhammad Arsalan A. Robles-Kelly Erik H. W. Meijering SSeg 23 15 0 15 Oct 2022
Turbo Training with Token Dropout Tengda Han Weidi Xie Andrew Zisserman ViT 39 10 0 10 Oct 2022
AlphaTuning: Quantization-Aware Parameter-Efficient Adaptation of Large-Scale Pre-Trained Language Models S. Kwon Jeonghoon Kim Jeongin Bae Kang Min Yoo Jin-Hwa Kim Baeseong Park Byeongwook Kim Jung-Woo Ha Nako Sung Dongsoo Lee MQ 38 30 0 08 Oct 2022
A Closer Look at Hardware-Friendly Weight Quantization Sungmin Bae Piotr Zielinski S. Chatterjee MQ 32 0 0 07 Oct 2022
IDa-Det: An Information Discrepancy-aware Distillation for 1-bit Detectors Sheng Xu Yanjing Li Bo-Wen Zeng Teli Ma Baochang Zhang Xianbin Cao Penglei Gao Jinhu Lv 30 15 0 07 Oct 2022
Convolutional Neural Networks Quantization with Attention Binyi Wu Bernd Waschneck Christian Mayr MQ 24 1 0 30 Sep 2022
Sauron U-Net: Simple automated redundancy elimination in medical image segmentation via filter pruning Juan Miguel Valverde Artem Shatillo Jussi Tohka AAML 34 5 0 27 Sep 2022
Deep Learning on Home Drone: Searching for the Optimal Architecture Alaa Maalouf Yotam Gurfinkel Barak Diker O. Gal Daniela Rus Dan Feldman 32 5 0 21 Sep 2022
Accelerating Neural Network Inference with Processing-in-DRAM: From the Edge to the Cloud Geraldo F. Oliveira Juan Gómez Luna Saugata Ghose Amirali Boroumand O. Mutlu 34 24 0 19 Sep 2022
Improving the Performance of DNN-based Software Services using Automated Layer Caching M. Abedi Yanni Iouannou Pooyan Jamshidi Hadi Hemmati 28 0 0 18 Sep 2022
Neural Networks Reduction via Lumping Dalila Ressi Riccardo Romanello S. Rossi Carla Piazza 38 4 0 15 Sep 2022
Efficient Quantized Sparse Matrix Operations on Tensor Cores Shigang Li Kazuki Osawa Torsten Hoefler 82 31 0 14 Sep 2022
PSAQ-ViT V2: Towards Accurate and General Data-Free Quantization for Vision Transformers Zhikai Li Mengjuan Chen Junrui Xiao Qingyi Gu ViT MQ 58 33 0 13 Sep 2022
FP8 Formats for Deep Learning Paulius Micikevicius Dusan Stosic N. Burgess Marius Cornea Pradeep Dubey ... Naveen Mellempudi S. Oberman Mohammad Shoeybi Michael Siu Hao Wu BDL VLM MQ 77 126 0 12 Sep 2022
Git Re-Basin: Merging Models modulo Permutation Symmetries Samuel K. Ainsworth J. Hayase S. Srinivasa MoMe 257 318 0 11 Sep 2022
Low-Energy Convolutional Neural Networks (CNNs) using Hadamard Method Varun Mannam 13 0 0 06 Sep 2022
How important are activation functions in regression and classification? A survey, performance comparison, and future directions Ameya Dilip Jagtap George Karniadakis AI4CE 45 71 0 06 Sep 2022
Recurrent Bilinear Optimization for Binary Neural Networks Sheng Xu Yanjing Li Tian Wang Teli Ma Baochang Zhang Peng Gao Yu Qiao Jinhu Lv Guodong Guo MQ 25 14 0 04 Sep 2022
Bayesian Continual Learning via Spiking Neural Networks N. Skatchkovsky Hyeryung Jang Osvaldo Simeone BDL 38 17 0 29 Aug 2022
A Scalable, Interpretable, Verifiable & Differentiable Logic Gate Convolutional Neural Network Architecture From Truth Tables Adrien Benamira Tristan Guérand Thomas Peyrin Trevor Yap Bryan Hooi 42 1 0 18 Aug 2022
AdaBin: Improving Binary Neural Networks with Adaptive Binary Sets Zhaopeng Tu Xinghao Chen Pengju Ren Yunhe Wang MQ 36 54 0 17 Aug 2022
PECAN: A Product-Quantized Content Addressable Memory Network Jie Ran R. Lin Jason Chun Lok Li Jiajun Zhou Ngai Wong MQ 49 7 0 13 Aug 2022
Mixed-Precision Neural Networks: A Survey M. Rakka M. Fouda Pramod P. Khargonekar Fadi J. Kurdahi MQ 30 11 0 11 Aug 2022
Differentiable Inference of Temporal Logic Formulas Nicole Fronda Houssam Abbas 18 5 0 10 Aug 2022
Auto-ViT-Acc: An FPGA-Aware Automatic Acceleration Framework for Vision Transformer with Mixed-Scheme Quantization Zechao Li Mengshu Sun Alec Lu Haoyu Ma Geng Yuan ... Yanyu Li M. Leeser Zhangyang Wang Xue Lin Zhenman Fang ViT MQ 28 52 0 10 Aug 2022
CoNLoCNN: Exploiting Correlation and Non-Uniform Quantization for Energy-Efficient Low-precision Deep Convolutional Neural Networks Muhammad Abdullah Hanif G. M. Sarda Alberto Marchisio Guido Masera Maurizio Martina Mohamed Bennai MQ 35 4 0 31 Jul 2022
A Two-Stage Efficient 3-D CNN Framework for EEG Based Emotion Recognition Ye Qiao Mohammed Alnemari N. Bagherzadeh MQ 19 7 0 26 Jul 2022
Lipschitz Continuity Retained Binary Neural Network Yuzhang Shang Dan Xu Bin Duan Ziliang Zong Liqiang Nie Yan Yan 16 19 0 13 Jul 2022
Sub 8-Bit Quantization of Streaming Keyword Spotting Models for Embedded Chipsets Lu Zeng S. Parthasarathi Yuzong Liu Alex Escott S. Cheekatmalla N. Strom S. Vitaladevuni MQ 36 5 0 13 Jul 2022
Normalized Feature Distillation for Semantic Segmentation Tao Liu Xi Yang Chenshu Chen 9 5 0 12 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 31 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 23 1 0 01 Jul 2022
Fast Lossless Neural Compression with Integer-Only Discrete Flows Siyu Wang Jianfei Chen Chongxuan Li Jun Zhu Bo Zhang MQ 26 7 0 17 Jun 2022
Why Quantization Improves Generalization: NTK of Binary Weight Neural Networks Kaiqi Zhang Ming Yin Yu Wang MQ 29 4 0 13 Jun 2022
Combinatorial optimization for low bit-width neural networks Hanxu Zhou Aida Ashrafi Matthew B. Blaschko MQ 24 0 0 04 Jun 2022
DepthShrinker: A New Compression Paradigm Towards Boosting Real-Hardware Efficiency of Compact Neural Networks Y. Fu Haichuan Yang Jiayi Yuan Meng Li Cheng Wan Raghuraman Krishnamoorthi Vikas Chandra Yingyan Lin 41 19 0 02 Jun 2022
Gator: Customizable Channel Pruning of Neural Networks with Gating E. Passov E. David N. Netanyahu AAML 45 0 0 30 May 2022