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ReActNet: Towards Precise Binary Neural Network with Generalized Activation Functions

7 March 2020

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Papers citing "ReActNet: Towards Precise Binary Neural Network with Generalized Activation Functions"

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Title
Binary domain generalization for sparsifying binary neural networks Riccardo Schiavone Francesco Galati Maria A. Zuluaga MQ 46 0 0 23 Jun 2023
Training Transformers with 4-bit Integers Haocheng Xi Changhao Li Jianfei Chen Jun Zhu MQ 64 51 0 21 Jun 2023
Neural Network Compression using Binarization and Few Full-Precision Weights F. M. Nardini Cosimo Rulli Salvatore Trani Rossano Venturini MQ 57 1 0 15 Jun 2023
BinaryViT: Towards Efficient and Accurate Binary Vision Transformers Junrui Xiao Zhikai Li Lianwei Yang Qingyi Gu MQ ViT 65 2 0 24 May 2023
Bi-ViT: Pushing the Limit of Vision Transformer Quantization Yanjing Li Sheng Xu Mingbao Lin Xianbin Cao Chuanjian Liu Xiao Sun Baochang Zhang ViT MQ 67 11 0 21 May 2023
Binarized Spectral Compressive Imaging Yuan-Yuan Cai Yuxing Zheng Jing Lin X. Yuan Yulun Zhang Haoqian Wang 87 24 0 17 May 2023
GSB: Group Superposition Binarization for Vision Transformer with Limited Training Samples T. Gao Chengzhong Xu Le Zhang Hui Kong 88 4 0 13 May 2023
Input Layer Binarization with Bit-Plane Encoding Lorenzo Vorabbi Davide Maltoni Stefano Santi MQ 39 6 0 04 May 2023
Spikingformer: Spike-driven Residual Learning for Transformer-based Spiking Neural Network Chenlin Zhou Liutao Yu Zhaokun Zhou Zhengyu Ma Han Zhang Huihui Zhou Yonghong Tian 72 67 0 24 Apr 2023
Optimizing data-flow in Binary Neural Networks Lorenzo Vorabbi Davide Maltoni Stefano Santi MQ 51 5 0 03 Apr 2023
Q-DETR: An Efficient Low-Bit Quantized Detection Transformer Sheng Xu Yanjing Li Mingbao Lin Penglei Gao Guodong Guo Jinhu Lu Baochang Zhang MQ 73 23 0 01 Apr 2023
Binarizing Sparse Convolutional Networks for Efficient Point Cloud Analysis Xiuwei Xu Ziwei Wang Jie Zhou Jiwen Lu 3DPC MQ 64 6 0 27 Mar 2023
Compacting Binary Neural Networks by Sparse Kernel Selection Yikai Wang Wen-bing Huang Yinpeng Dong Gang Hua Anbang Yao MQ 58 5 0 25 Mar 2023
Understanding weight-magnitude hyperparameters in training binary networks Joris Quist Yun-qiang Li Jan van Gemert MQ 56 0 0 04 Mar 2023
A Comprehensive Review and a Taxonomy of Edge Machine Learning: Requirements, Paradigms, and Techniques Wenbin Li Hakim Hacid Ebtesam Almazrouei Merouane Debbah 59 13 0 16 Feb 2023
Resilient Binary Neural Network Sheng Xu Yanjing Li Teli Ma Mingbao Lin Hao Dong Baochang Zhang Penglei Gao Jinhu Lv MQ OOD 64 17 0 02 Feb 2023
BiBench: Benchmarking and Analyzing Network Binarization Haotong Qin Mingyuan Zhang Yifu Ding Aoyu Li Zhongang Cai Ziwei Liu Feng Yu Xianglong Liu MQ AAML 57 37 0 26 Jan 2023
Guided Hybrid Quantization for Object detection in Multimodal Remote Sensing Imagery via One-to-one Self-teaching Jiaqing Zhang Jie Lei Weiying Xie Yunsong Li Wenxuan Wang MQ 71 22 0 31 Dec 2022
BiMLP: Compact Binary Architectures for Vision Multi-Layer Perceptrons Yixing Xu Xinghao Chen Yunhe Wang MQ 60 8 0 29 Dec 2022
Redistribution of Weights and Activations for AdderNet Quantization Ying Nie Kai Han Haikang Diao Chuanjian Liu Enhua Wu Yunhe Wang MQ 73 6 0 20 Dec 2022
Hoyer regularizer is all you need for ultra low-latency spiking neural networks Gourav Datta Zeyu Liu Peter A. Beerel 78 9 0 20 Dec 2022
Exploiting Kernel Compression on BNNs Franyell Silfa J. Arnau Antonio González MQ 36 0 0 01 Dec 2022
Signed Binary Weight Networks Sachit Kuhar Alexey Tumanov Judy Hoffman MQ 48 1 0 25 Nov 2022
Join the High Accuracy Club on ImageNet with A Binary Neural Network Ticket Nianhui Guo Joseph Bethge Christoph Meinel Haojin Yang MQ 56 20 0 23 Nov 2022
BiViT: Extremely Compressed Binary Vision Transformer Yefei He Zhenyu Lou Luoming Zhang Jing Liu Weijia Wu Hong Zhou Bohan Zhuang ViT MQ 55 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 66 22 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 61 0 0 12 Nov 2022
AskewSGD : An Annealed interval-constrained Optimisation method to train Quantized Neural Networks Louis Leconte S. Schechtman Eric Moulines 59 4 0 07 Nov 2022
Boosting Binary Neural Networks via Dynamic Thresholds Learning Jiehua Zhang Xueyang Zhang Z. Su Zitong Yu Yanghe Feng Xin Lu M. Pietikäinen Li Liu MQ 69 0 0 04 Nov 2022
Xtreme Margin: A Tunable Loss Function for Binary Classification Problems Rayan Wali MQ 89 4 0 31 Oct 2022
LAB: Learnable Activation Binarizer for Binary Neural Networks Sieger Falkena Hadi Jamali Rad Jan van Gemert MQ 57 3 0 25 Oct 2022
Q-ViT: Accurate and Fully Quantized Low-bit Vision Transformer Yanjing Li Sheng Xu Baochang Zhang Xianbin Cao Penglei Gao Guodong Guo MQ ViT 90 94 0 13 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 64 15 0 07 Oct 2022
IR2Net: Information Restriction and Information Recovery for Accurate Binary Neural Networks Ping Xue Yang Lu Jingfei Chang Xing Wei Zhen Wei MQ 115 0 0 06 Oct 2022
Basic Binary Convolution Unit for Binarized Image Restoration Network Bin Xia Yulun Zhang Yitong Wang Yapeng Tian Wenming Yang Radu Timofte Luc Van Gool MQ 40 23 0 02 Oct 2022
Convolutional Neural Networks Quantization with Attention Binyi Wu Bernd Waschneck Christian Mayr MQ 69 2 0 30 Sep 2022
SVNet: Where SO(3) Equivariance Meets Binarization on Point Cloud Representation Z. Su Max Welling M. Pietikäinen Li Liu 3DPC 73 11 0 13 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 88 14 0 04 Sep 2022
Towards Accurate Binary Neural Networks via Modeling Contextual Dependencies Xingrun Xing Yangguang Li Wei Li Wenrui Ding Yalong Jiang Yufeng Wang Jinghua Shao Chunlei Liu Xianglong Liu MQ 44 8 0 03 Sep 2022
QuantNAS for super resolution: searching for efficient quantization-friendly architectures against quantization noise Egor Shvetsov Dmitry Osin Alexey Zaytsev Ivan Koryakovskiy Valentin Buchnev I. Trofimov Evgeny Burnaev MQ 54 2 0 31 Aug 2022
AdaBin: Improving Binary Neural Networks with Adaptive Binary Sets Zhaopeng Tu Xinghao Chen Pengju Ren Yunhe Wang MQ 67 58 0 17 Aug 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 46 3 0 19 Jul 2022
E2FIF: Push the limit of Binarized Deep Imagery Super-resolution using End-to-end Full-precision Information Flow Zhiqiang Lang Chongxing Song Lei Zhang Wei Wei SupR MQ 76 4 0 14 Jul 2022
Lipschitz Continuity Retained Binary Neural Network Yuzhang Shang Dan Xu Bin Duan Ziliang Zong Liqiang Nie Yan Yan 60 19 0 13 Jul 2022
Sparsifying Binary Networks Riccardo Schiavone Maria A. Zuluaga MQ 37 0 0 11 Jul 2022
Network Binarization via Contrastive Learning Yuzhang Shang Dan Xu Ziliang Zong Liqiang Nie Yan Yan AAML MQ 69 22 0 06 Jul 2022
Network Pruning via Feature Shift Minimization Y. Duan Yue Zhou Peng He Qiang Liu Shukai Duan Xiaofang Hu 64 4 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 59 1 0 04 Jul 2022
CTMQ: Cyclic Training of Convolutional Neural Networks with Multiple Quantization Steps Hyunjin Kim Jungwoon Shin Alberto A. Del Barrio MQ 42 1 0 26 Jun 2022
How to train accurate BNNs for embedded systems? F. D. Putter Henk Corporaal MQ 51 6 0 24 Jun 2022