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It is always well believed that Binary Neural Networks (BNNs) could drastically accelerate the inference efficiency by replacing the arithmetic operations in float-valued Deep Neural Networks (DNNs) with bit-wise operations.
Pelee: A real-time object detection system on mobile devices. In
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Caffe: Convolutional Architecture for Fast Feature Embedding. In
Yangqing Jia, Evan Shelhamer, Jeff Donahue, Sergey Karayev, Jonathan Long, Ross Girshick, Sergio Guadarrama, and Trevor Darrell. 2014 · 2014
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TensorFlow: Large-Scale Machine Learning on Heterogeneous Systems
Martín Abadi, Ashish Agarwal, Paul Barham, Eugene Brevdo, Zhifeng Chen, Craig Citro, Greg S. Corrado, Andy Davis, Jeffrey Dean, et al · 2015
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Mxnet: A flexible and efficient machine learning library for heterogeneous distributed systems
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CNTK: Microsoft’s open-source deep-learning toolkit. In
Frank Seide and Amit Agarwal. 2016 · 2016
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Adam Paszke, Sam Gross, Soumith Chintala, Gregory Chanan, Edward Yang, Zachary DeVito, Zeming Lin, Alban Desmaison, Luca Antiga, and Adam Lerer. 2017 · 2017
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BMXNet: An Open-Source Binary Neural Network Implementation Based on MXNet. In
Haojin Yang, Martin Fritzsche, Christian Bartz, and Christoph Meinel. 2017 · 2017
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Caffe2 deep learning framework
2018 · 2018
Cited alongside, same era.
TensorFlow Lite
2018 · 2018
Cited alongside, same era.
BitFlow: Exploiting Vector Parallelism for Binary Neural Networks on CPU. In
Yuwei Hu, Jidong Zhai, Dinghua Li, Yifan Gong, Yuhao Zhu, Wei Liu, Lei Su, and Jiangming Jin. 2018 · 2018
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Bi-real net: Enhancing the performance of 1-bit cnns with improved representational capability and advanced training algorithm. In
Zechun Liu, Baoyuan Wu, Wenhan Luo, Xin Yang, Wei Liu, and Kwang-Ting Cheng. 2018 · 2018
Later among the works it cites.
BitStream: Efficient Computing Architecture for Real-Time Low-Power Inference of Binary Neural Networks on CPUs. In
Tianli Zhao, Xiangyu He, Jian Cheng, and Jing Hu. 2018 · 2018
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Open Neural Network Exchange
2019 · 2019
Closest in time.
A First Look at Deep Learning Apps on Smartphones. In
Mengwei Xu, Jiawei Liu, Yuanqiang Liu, Felix Xiaozhu Lin, Yunxin Liu, and Xuanzhe Liu. 2019 · 2019
Closest in time.
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