awesome-binary-neural-networks
A curated list of binary neural network research papers and software packages.
https://github.com/michaeltinsley/awesome-binary-neural-networks
Last synced: 1 day ago
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Software and Repositories
- Larq - An open-source deep learning library based on the `tf.keras` interface.
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Relevant Awesome Lists
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Research Papers
- BinaryConnect: Training Deep Neural Networks with binary weights during propagations
- Binarized Neural Networks: Training Deep Neural Networks with Weights and Activations Constrained to +1 or -1
- XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks
- Convolutional Networks for Fast, Energy-Efficient Neuromorphic Computing
- Ternary Weight Networks
- DoReFa-Net: Training Low Bitwidth Convolutional Neural Networks with Low Bitwidth Gradients
- Flexible Network Binarization with Layer-wise Priority
- ReBNet: Residual Binarized Neural Network
- Towards Accurate Binary Convolutional Neural Network
- Training a Binary Weight Object Detector by Knowledge Transfer for Autonomous Driving
- Self-Binarizing Networks
- Latent Weights Do Not Exist: Rethinking Binarized Neural Network Optimization
- Least squares binary quantization of neural networks
- Widening and Squeezing: Towards Accurate and Efficient QNNs
- MeliusNet: Can Binary Neural Networks Achieve MobileNet-level Accuracy?
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Organisations
- Plumerai - Plumerai is enabling devices like robots and drones to use deep learning locally and in real-time with binarised neural networks.
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