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
batch-normalization-fuse bnn convolutional-networks dorefa group-convolution integer-arithmetic-only model-compression network-in-network network-slimming neuromorphic-computing onnx post-training-quantization pruning pytorch quantization quantization-aware-training tensorrt tensorrt-int8-python twn xnor-net
Language:Python 2224
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.
binarized-neural-networks bnn hyperspectral-images image-restoration ntire qnn snapshot-compressive-imaging spectral-reconstruction transformer
Language:Python 668
AdamCobb / hamiltorch
PyTorch-based library for Riemannian Manifold Hamiltonian Monte Carlo (RMHMC) and inference in Bayesian neural networks
bnn hmc pytorch
Language:Jupyter Notebook 428
larq / compute-engine
Highly optimized inference engine for Binarized Neural Networks
larq binarized-neural-networks tflite tensorflow mlir bnn raspberry-pi keras armv8 aarch64 inference simd android aarch32 armv7
Language:C++ 244
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 127
anassinator / bnn
Bayesian Neural Network in PyTorch
pytorch bayesian-neural-networks neural-network artificial-intelligence bayesian-inference bnn dropout concrete-dropout
Language:Python 83
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)
bnn hyperspectral-image-reconstruction hyperspectral-imaging image-restoration qnn snapshot-compressive-imaging spectral-reconstruction
Language:Python 53
yikaiw / SNN
[ICCV 2021] Code release for "Sub-bit Neural Networks: Learning to Compress and Accelerate Binary Neural Networks"
binary-neural-networks bnn iccv2021 snn sub-bit-neural-networks
Language:Python 32
EEESlab / combinational-bnn
System Verilog code describing a fully combinational binarized neural network.
bnn binary-neural-networks combinational
Language:SystemVerilog 31
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
bnn cpu cuda deep-learning neural-network pytorch quantization xnor xnor-gemm xnor-net
Language:Python 19
Stuart0l / BNN
HLS code for a BNN accelerator
bnn fpga fpga-soc
Language:C++ 15
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 bnn deeplearning downlink keras miso numpy optimization python3 reconfigurable-intelligent-surfaces tensorflow transmit unsupervised-learning waterfilling zeroforcing
Language:Python 9
lucifer443 / BinaryNeuralNetwork
This is a framework for binary neural network based mmclassification
binary bnn image-classification pytorch
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 8
teobaluta / NPAQ
Neural Property Approximate Quantifier
binarized-neural-networks bnn fairness model-counting neural-networks quantitative-verification security
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
7
ATISLabs / TinyML.jl
A set of ML algorithms focused on low-end hardware with bit neural networks.
binary-neural-networks bit-neural-networks bnn deep-learning flux machine-learning reinforcement-learning
Language:Julia 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
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 5
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
LeonardDavid / NetDrift
NetDrift profiles BNNs on unreliable RTM
binarized-neural-networks binary-neural-networks bnn domain-wall-memory racetrack-memory rtm
Language:Python 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
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 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
cnosa / Metropolis-Hastings
Notebooks: Thesis
mcmc mcmc-sampling metropolis-hastings bnn markov ode pde
Language:Jupyter Notebook 1
deepindeed2022 / bit-rnn
Quantize weights and activations in Recurrent Neural Networks.
bnn
Language:Python 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 / STM32-Binarized-Neural-Networks
Deploying Binarized Neural Network (BNN) implementation on any MCU like STM32.
ai bnn stm32
Language:C
ittuann / Unity-Binarized-Neural-Networks
Deploying Binary Neural Network (BNN) implementation on Unity using C# and Compute Shader.
ai bnn unity
Language:ShaderLab

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

yikaiw / SNN

EEESlab / combinational-bnn

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

Stuart0l / BNN

Sense-GVT / BCDNet

khinthandarkyaw98 / BF-RIS-Channel-Covariance-DeepLearning

lucifer443 / BinaryNeuralNetwork

marph91 / pocket-bnn

teobaluta / NPAQ

mlpapers / neural-nets

ATISLabs / TinyML.jl

sfalkena / LAB

bhargobdeka / Bayesian-Neural-Networks

chrhenning / uncertainty_based_ood

grassking100 / bnn

ludwigwinkler / pytorch_ProbabilisticLayers

marinadunn / thesis

diliprk / MasterThesis-ML4ACADS

LeonardDavid / NetDrift

mszulc913 / binnet-pytorch

nickolasrm / BitsMNIST.jl

Prithvish04 / optimized_bnn_asic

Bontempogianpaolo1 / Consunsus-on-multi-omics

cnosa / Metropolis-Hastings

deepindeed2022 / bit-rnn

WhoIsAbishag / AlienAPI

ittuann / STM32-Binarized-Neural-Networks

ittuann / Unity-Binarized-Neural-Networks