A curated list of binary neural networks, i.e. networks with weights and/or activations constrainted to {-1; +1} values.
Some variations with weights/activation values {-1;0;+1} or {0:+1} are also included in the list.
- BinaryConnect: Training Deep Neural Networks with binary weights during propagations - arXiv2015
- Binarized Neural Networks: Training Deep Neural Networks with Weights and Activations Constrained to +1 or -1 - arXiv2016
- XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks - arXiv2016
- Convolutional Networks for Fast, Energy-Efficient Neuromorphic Computing - arXiv2016
- Flexible Network Binarization with Layer-wise Priority - arXiv2017
- ReBNet: Residual Binarized Neural Network arXiv2017
- Towards Accurate Binary Convolutional Neural Network arXiv2017
- Training a Binary Weight Object Detector by Knowledge Transfer for Autonomous Driving - arXiv2018
- Self-Binarizing Networks - arXiv2019
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