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binarized-neural-networks

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Efficient-ML /Awesome-Model-Quantization

A list of papers, docs, codes about model quantization. This repo is aimed to provide the info for model quantization research, we are continuously improving the project. Welcome to PR the works (papers, repositories) that are missed by the repo.

awesome deep-learning quantization model-compression model-acceleration binary-network binarized-neural-networks lightweight-neural-network model-quantization efficient-deep-learning

UpdatedMar 4, 2025

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.

transformer image-restoration bnn ntire qnn binarized-neural-networks hyperspectral-images snapshot-compressive-imaging spectral-reconstruction

UpdatedOct 10, 2025
Python

larq

larq /larq

An Open-Source Library for Training Binarized Neural Networks

python machine-learning binder deep-learning tensorflow keras binarized-neural-networks quantized-neural-networks larq

UpdatedAug 12, 2024
Python

larq /compute-engine

Highly optimized inference engine for Binarized Neural Networks

android raspberry-pi tensorflow keras inference simd armv7 aarch64 armv8 aarch32 bnn tflite binarized-neural-networks larq mlir

UpdatedNov 4, 2025
C++

scarpet-nn

ashutoshbsathe /scarpet-nn

Tools and libraries to run neural networks in Minecraft ⛏️

minecraft neural-networks neural-network-compression binarized-neural-networks

UpdatedApr 12, 2023
Python

zoo

larq /zoo

Reference implementations of popular Binarized Neural Networks

python machine-learning deep-learning reproducible-research tensorflow keras neural-networks pretrained-models binarized-neural-networks larq

UpdatedNov 1, 2025
Python

plumerai /rethinking-bnn-optimization

Implementation for the paper "Latent Weights Do Not Exist: Rethinking Binarized Neural Network Optimization"

python machine-learning deep-learning tensorflow keras optimizer arxiv binarized-neural-networks larq

UpdatedDec 8, 2019
Python

Enderdead /Pytorch_Quantize_impls

Some recent Quantizing techniques on PyTorch

python3 pytorch binarization binarized-neural-networks quantized-neural-networks

UpdatedSep 8, 2019
Python

htqin /BiBench

[ICML 2023] This project is the official implementation of our accepted ICML 2023 paper BiBench: Benchmarking and Analyzing Network Binarization.

benchmark binarization model-compression binary-neural-networks binarized-neural-networks model-quantization icml-2023

UpdatedMar 4, 2024
Python

yashkant /quantized-nets

Contains code for Binary, Ternary, N-bit Quantized and Hybrid CNNs for low precision experiments.

binarized-neural-networks quantized-neural-networks ternarized-neural-networks

UpdatedOct 30, 2018
Python

nikvaessen /Rethinking-Binarized-Neural-Network-Optimization

Reproduction of "Latent Weights Do Not Exist: Rethinking Binarized Neural Network Optimization" for the Reproducibility challenge@NeurIPS19

python machine-learning deep-learning optimizer pytorch binarized-neural-networks

UpdatedJan 14, 2020
Jupyter Notebook

codezonediitj /BNN

Deep Learning Framework with a specialisation aimed for Binarized Neural Networks.

deep-neural-networks cuda cpp11 artificial-intelligence hacktoberfest google-test binarized-neural-networks

UpdatedJan 9, 2022
C++

teobaluta /NPAQ

Neural Property Approximate Quantifier

security neural-networks fairness model-counting bnn binarized-neural-networks quantitative-verification

UpdatedJul 23, 2025
Python

ksteensig /bnn-doa-estimation

Binarized Neural Network DoA estimation

deep-learning doa-estimation binarized-neural-networks

UpdatedJan 17, 2023
Jupyter Notebook

kartikgupta-at-anu /md-bnn

Code implementation of our AISTATS'21 paper "Mirror Descent View for Neural Network Quantization"

network-compression binarized-neural-networks quantized-neural-networks mirror-descent

UpdatedFeb 19, 2021
Python

sfalkena /LAB

The official repository for the paper LAB: Learnable Activation Binarizer for Binary Neural Networks.

bnns binarization bnn binary-neural-networks binarized-neural-networks learnable-activation-binarizer

UpdatedOct 27, 2022
Python

tca19 /phd-thesis

My PhD thesis with all its source files, including all .tex files and images created, as well as the slides of my defense.

nlp machine-learning word-embeddings semantic-similarity phd phd-thesis phd-dissertation binarization wordembedding wordembeddings word-embedding binary-embedding binarized-neural-networks binary-word-embeddings binary-word-vectors

UpdatedNov 9, 2020
TeX

grassking100 /bnn

An implementation of the Binarized Neural Networks

deep-learning pytorch bnn binarized-neural-networks

UpdatedDec 23, 2021
Python

msakai /bnn-verification

BNN verification dataset for Max-SAT Evaluation 2020 and MIPLIB 2024

milp sat-solver mip mixed-integer-programming adversarial-examples maxsat maxsat-solver binarized-neural-networks mixed-integer-linear-programming

UpdatedApr 19, 2025
TeX

elimkwan /Entropy-Driven-Adaptive-Filter-for-FPGA-Object-Recognition-System

Introduce a Software Acceleration filter for Real Time Object Recognition with Binary Neural Network on FPGA

real-time fpga object-recognition binarized-neural-networks

UpdatedOct 29, 2025
C++

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