There are 14 repositories under binary-neural-networks topic.
Efficient computing methods developed by Huawei Noah's Ark Lab
BinaryNets in TensorFlow with XNOR GEMM op
Binary Neural Network Framework for FPGA(Differentiable LUT)
This project is the official implementation of our accepted ICLR 2021 paper BiPointNet: Binary Neural Network for Point Clouds.
The collection of training tricks of binarized neural networks.
Implemented here a Binary Neural Network (BNN) achieving nearly state-of-art results but recorded a significant reduction in memory usage and total time taken during training the network.
[CVPRW 21] "BNN - BN = ? Training Binary Neural Networks without Batch Normalization", Tianlong Chen, Zhenyu Zhang, Xu Ouyang, Zechun Liu, Zhiqiang Shen, Zhangyang Wang
PyTorch implementation of Local Binary Convolutional Neural Network http://xujuefei.com/lbcnn.html
PyTorch implementation of binary neural networks
Binary neural networks developed by Huawei Noah's Ark Lab
System Verilog code describing a fully combinational binarized neural network.
Tricks for Accelerating (encrypted) Prediction As a Service
Part of paper: Massively Parallel Combinational Binary Neural Networks for Edge Processing
Markov Chain Monte Carlo binary network optimization
Examples for BMXNet v2 (https://github.com/hpi-xnor/BMXNet-v2)
Overview of self-supervised learning of tiny models, including distillation-based methods (aks. self-supervised distillation) and non-distillation methods.
Efficient Object Detection Using Binary Neural Networks
XNOR-Net with binary conv2d kernels with XNOR GEMM op, support both CPU and GPU.