Popular GitHub Repositories for Bnn

micronet, a model compression and deploy lib. compression: 1、quantization: quantization-aware-training(QAT), High-Bit(>2b)(DoReFa/Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference)、Low-Bit(≤2b)/Ternary and Binary(TWN/BNN/XNOR-Net); post-training-quantization(PTQ), 8-bit(tensorrt); 2、 pruning: normal、regular and group convolutional channel pruning; 3、 group convolution structure; 4、batch-normalization fuse for quantization. deploy: tensorrt, fp32/fp16/int8(ptq-calibration)、op-adapt(upsample)、dynamic_shape

A toolbox for spectral compressive imaging reconstruction including MST (CVPR 2022), CST (ECCV 2022), DAUHST (NeurIPS 2022), BiSCI (NeurIPS 2023), HDNet (CVPR 2022), MST++ (CVPRW 2022), etc.

Highly optimized inference engine for Binarized Neural Networks

This project is the official implementation of 'Basic Binary Convolution Unit for Binarized Image Restoration Network', ICLR2023

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.

Optimization of Transmit Beamforming based on Unsupervised Learning With Channel Covariances for MISO Downlink Assisted by Reconfigurable Intelligent Surfaces

本项目旨在通过直观的主动学习界面，将领域知识与贝叶斯深度学习相结合。

This project aims to integrate Domain Knowledge with Bayesian Deep Learning through an intuitive Active Learning interface

fraud detection on the paysim dataset, with the use of VAE to perform data-augmentation and BNN to classify the datapoints.

High-Performance Binary Neural Networks for MNIST Classification: From Software to ASIC

Binary Neurons Network (BNN). This is an attempt to create artificial intelligence in the original meaning: AGI, Strong AI, HLAI, True AI.

Variational Auto-Encoder with uncertainty quantification using BNN and variational inference.

Binarized Neural Network (BNN) implementation using TensorFlow 2 and PyTorch, with inference using Numpy and C.

Repository for testing Binary Neurons Network in the 3d world