bnn

There are 1 repository under bnn topic.

666DZY666 / micronet
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
quantization pruning dorefa twn bnn xnor-net pytorch model-compression group-convolution network-slimming neuromorphic-computing convolutional-networks network-in-network integer-arithmetic-only quantization-aware-training post-training-quantization tensorrt onnx tensorrt-int8-python batch-normalization-fuse
Language:Python 2256
caiyuanhao1998 / MST
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.
image-restoration hyperspectral-images snapshot-compressive-imaging spectral-reconstruction binarized-neural-networks bnn qnn transformer ntire
Language:Python 770
AdamCobb / hamiltorch
PyTorch-based library for Riemannian Manifold Hamiltonian Monte Carlo (RMHMC) and inference in Bayesian neural networks
pytorch hmc bnn
Language:Jupyter Notebook 457
larq / compute-engine
Highly optimized inference engine for Binarized Neural Networks
aarch32 aarch64 android armv7 armv8 binarized-neural-networks bnn inference keras larq mlir raspberry-pi simd tensorflow tflite
Language:C++ 251
Zj-BinXia / BBCU
This project is the official implementation of 'Basic Binary Convolution Unit for Binarized Image Restoration Network', ICLR2023
bnn image-restoration binary-neural-networks deblocking denoising model-compression quantization super-resolution
Language:Python 115
anassinator / bnn
Bayesian Neural Network in PyTorch
pytorch bayesian-neural-networks neural-network artificial-intelligence bayesian-inference bnn dropout concrete-dropout
Language:Python 85
CAS-CLab / Training-Tricks-for-Binarized-Neural-Networks
The collection of training tricks of binarized neural networks.
binary-neural-networks bnn deep-neural-networks lightweight-neural-network
72
caiyuanhao1998 / BiSCI
A Toolbox for Binarized Spectral Compressive Imaging (NeurIPS 2023)
hyperspectral-image-reconstruction snapshot-compressive-imaging image-restoration hyperspectral-imaging spectral-reconstruction bnn qnn
Language:Python 54
EEESlab / combinational-bnn
System Verilog code describing a fully combinational binarized neural network.
bnn binary-neural-networks combinational
Language:SystemVerilog 33
yikaiw / SNN
[ICCV 2021] Code release for "Sub-bit Neural Networks: Learning to Compress and Accelerate Binary Neural Networks"
bnn binary-neural-networks iccv2021 sub-bit-neural-networks snn
Language:Python 32
tairenpiao / XNOR-popcount-GEMM-PyTorch-CPU-CUDA
A PyTorch implemenation of real XNOR-popcount (1-bit op) GEMM Linear PyTorch extension support both CPU and CUDA
pytorch deep-learning neural-network xnor xnor-gemm cpu cuda bnn xnor-net quantization
Language:Python 22
Stuart0l / BNN
HLS code for a BNN accelerator
fpga fpga-soc bnn
Language:C++ 15
ilanaliouchouche / Model-Teaching-in-Health-With-BNN-and-Active-Learning
This project aims to integrate Domain Knowledge with Bayesian Deep Learning through an intuitive Active Learning interface
active-learning bayesian-inference bnn cnn computer-vision deep-learning human-computer-interaction marcellejs
Language:JavaScript 11
Sense-GVT / BCDNet
Towards Accurate Binary Neural Networks via Modeling Contextual Dependencies
binary-neural-networks bnn pytorch
Language:Python 11
khinthandarkyaw98 / BF-RIS-Channel-Covariance-DeepLearning
Optimization of Transmit Beamforming based on Unsupervised Learning With Channel Covariances for MISO Downlink Assisted by Reconfigurable Intelligent Surfaces
beamforming deeplearning downlink optimization reconfigurable-intelligent-surfaces bnn unsupervised-learning keras python3 tensorflow numpy miso transmit waterfilling zeroforcing
Language:Python 10
lucifer443 / BinaryNeuralNetwork
This is a framework for binary neural network based mmclassification
binary bnn image-classification pytorch
Language:Python 8
mlpapers / neural-nets
Awesome papers on Neural Networks and Deep Learning
neural-networks deep-learning perceptron lstm autoencoders gan bnn bayesian-neural-networks activation-functions awesome awesome-list
8
teobaluta / NPAQ
Neural Property Approximate Quantifier
neural-networks model-counting security binarized-neural-networks bnn fairness quantitative-verification
Language:Python 8
marph91 / pocket-bnn
BNN-to-FPGA framework, written in VHDL and Python
larq fpga hardware vhdl bnn cnn image-processing ulx3s cnn-architecture deep-learning python
Language:Python 7
ATISLabs / TinyML.jl
A set of ML algorithms focused on low-end hardware with bit neural networks.
reinforcement-learning bit-neural-networks bnn deep-learning machine-learning flux binary-neural-networks
Language:Julia 6
marinadunn / thesis
Repo for my thesis research development at UC Riverside: "Classifying Galaxy Morphologies Using Bayesian Neural Networks for LSST"
bayesian-network classification-model convolutional-neural-networks deep-learning galaxies lsst tensorflow machine-learning neural-network cnn keras galaxy-classification galaxy-morphology bayesian-neural-networks bnn python python3 astronomy astrophysics image-classification
Language:Jupyter Notebook 6
sfalkena / LAB
The official repository for the paper LAB: Learnable Activation Binarizer for Binary Neural Networks.
binarization binarized-neural-networks binary-neural-networks bnn bnns learnable-activation-binarizer
Language:Python 6
bhargobdeka / Bayesian-Neural-Networks
This repository shows different Bayesian Neural Networks available for predictive uncertainty.
bayesian-inference bnn machine-learning
Language:Python 5
chrhenning / uncertainty_based_ood
Exploring the link between uncertainty estimates obtained via "exact" Bayesian inference and out-of-distribution (OOD) detection.
bayesian-inference pytorch deep-learning neural-network machine-learning nngp gaussian-processes neural-network-gaussian-process out-of-distribution-detection ood-detection bnn bayesian-neural-networks
Language:Jupyter Notebook 5
grassking100 / bnn
An implementation of the Binarized Neural Networks
bnn binarized-neural-networks pytorch deep-learning
Language:Python 5
ludwigwinkler / pytorch_ProbabilisticLayers
Bayesian Neural Networks with Parallelized Sampling of LogLikelihood
bayesianneuralnetwork bnn pytorch
Language:Python 5
LeonardDavid / NetDrift
NetDrift simulates and profiles BNNs on unreliable RTM
binarized-neural-networks binary-neural-networks bnn rtm domain-wall-memory racetrack-memory
Language:Python 3
Prithvish04 / optimized_bnn_asic
High-Performance Binary Neural Networks for MNIST Classification: From Software to ASIC
asic asic-design asic-verification bnn mnist mnist-classification tensorflow-lite
Language:VHDL 3
diliprk / MasterThesis-ML4ACADS
Collection of my R&D works and implementations in my Airbus Master Thesis
masterthesis pinn cyclegan bnn mcdropout bayesian
Language:HTML 2
mszulc913 / binnet-pytorch
Binarized Neural Networks in Pytorch with a custom CUDA XNOR kernel
pytorch bnn binarized-neural-networks cuda xnor xnor-net
Language:Python 2
nickolasrm / BitsMNIST.jl
Handwritten numbers predicted by bit neural networks
bit bit-neural-networks bnn deep-learning neural-network reinforcement-learning supervised-learning
Language:Julia 2
Bontempogianpaolo1 / Consunsus-on-multi-omics
Multi-omics classification on kidney samples exploiting uncertainty-aware models
bnn mlp neural-network machine-learning consensus
Language:Jupyter Notebook 1
ittuann / Binarized-Neural-Networks
Binarized Neural Network (BNN) implementation using TensorFlow 2 and PyTorch, with inference using Numpy and C.
bnn deep-learning quantization ebnn binarization efficient-deep-learning lightweight-neural-network model-acceleration model-compression ai
Language:Jupyter Notebook 1
WhoIsAbishag / AlienAPI
How Alien AI Runs A Human Host.
alien alienapi api ai artificialintelligence bnn biologicalneuralnetworks imprinting reimprinting bcl braincomputerlink brainio braininputoutput
Language:Python 1
ittuann / Unity-Binarized-Neural-Networks
Deploying Binary Neural Network (BNN) implementation on Unity using C# and Compute Shader.
ai bnn unity
Language:ShaderLab
patrickm663 / mortality-LSTM
Experimenting with Bayesian LSTMs to Model Mortality
bnn julia lstm lux mcmc turing
Language:HTML

bnn

666DZY666 / micronet

caiyuanhao1998 / MST

AdamCobb / hamiltorch

larq / compute-engine

Zj-BinXia / BBCU

anassinator / bnn

CAS-CLab / Training-Tricks-for-Binarized-Neural-Networks

caiyuanhao1998 / BiSCI

EEESlab / combinational-bnn

yikaiw / SNN

tairenpiao / XNOR-popcount-GEMM-PyTorch-CPU-CUDA

Stuart0l / BNN

ilanaliouchouche / Model-Teaching-in-Health-With-BNN-and-Active-Learning

Sense-GVT / BCDNet

khinthandarkyaw98 / BF-RIS-Channel-Covariance-DeepLearning

lucifer443 / BinaryNeuralNetwork

mlpapers / neural-nets

teobaluta / NPAQ

marph91 / pocket-bnn

ATISLabs / TinyML.jl

marinadunn / thesis

sfalkena / LAB

bhargobdeka / Bayesian-Neural-Networks

chrhenning / uncertainty_based_ood

grassking100 / bnn

ludwigwinkler / pytorch_ProbabilisticLayers

LeonardDavid / NetDrift

Prithvish04 / optimized_bnn_asic

diliprk / MasterThesis-ML4ACADS

mszulc913 / binnet-pytorch

nickolasrm / BitsMNIST.jl

Bontempogianpaolo1 / Consunsus-on-multi-omics

ittuann / Binarized-Neural-Networks

WhoIsAbishag / AlienAPI

ittuann / Unity-Binarized-Neural-Networks

patrickm663 / mortality-LSTM