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binary-neural-networks

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huawei-noah /Efficient-Computing

Efficient computing methods developed by Huawei Noah's Ark Lab

pruning quantization knowledge-distillation model-compression self-supervised binary-neural-networks

UpdatedNov 5, 2024
Jupyter Notebook

hpi-xnor /BMXNet

(New version is out:https://github.com/hpi-xnor/BMXNet-v2) BMXNet: An Open-Source Binary Neural Network Implementation Based on MXNet

deep-learning mxnet xnor-convolutions binary-neural-networks

UpdatedNov 18, 2019
C++

hpi-xnor /BMXNet-v2

BMXNet 2: An Open-Source Binary Neural Network Implementation Based on MXNet

deep-learning mxnet xnor-convolutions binary-neural-networks bmxnet-v2

UpdatedMay 20, 2022
C++

htqin /IR-Net

[CVPR 2020] This project is the PyTorch implementation of our accepted CVPR 2020 paper : forward and backward information retention for accurate binary neural networks.

pytorch imagenet resnet binarization binary-neural-networks ir-net

UpdatedMar 14, 2020
Python

ryuz /BinaryBrain

Binary Neural Network Framework for FPGA(Differentiable LUT)

python ai fpga deep-learning neural-network binary-neural-networks

UpdatedAug 12, 2025
C++

AngusG /tensorflow-xnor-bnn

BinaryNets in TensorFlow with XNOR GEMM op

machine-learning deep-learning tensorflow xnor-net xnor-convolutions binary-neural-networks

UpdatedAug 23, 2017
C++

Zj-BinXia /BBCU

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

quantization super-resolution image-restoration denoising model-compression bnn binary-neural-networks deblocking

UpdatedOct 13, 2023
Python

lmbxmu /RBNN

Pytorch implementation of our paper accepted by NeurIPS 2020 -- Rotated Binary Neural Network

binary-neural-networks network-quantization binary-network neurips-2020 network-compression-acceleration neurips2020

UpdatedDec 30, 2022
Python

htqin /BiPointNet

This project is the official implementation of our accepted ICLR 2021 paper BiPointNet: Binary Neural Network for Point Clouds.

3d-point-clouds model-compression binary-neural-networks

UpdatedMar 1, 2021
Python

jaygshah /Binary-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.

machine-learning-algorithms python3 reduction neural-networks bnns binary-neural-networks

UpdatedApr 21, 2021
Python

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

The collection of training tricks of binarized neural networks.

deep-neural-networks bnn binary-neural-networks lightweight-neural-network

UpdatedApr 2, 2021

szq0214 /S2-BNN

S2-BNN: Bridging the Gap Between Self-Supervised Real and 1-bit Neural Networks via Guided Distribution Calibration (CVPR 2021)

binary-neural-networks contrastive-loss self-supervised-learning efficient-model contrastive-learning distillation-loss

UpdatedAug 18, 2021
Python

VITA-Group /BNN_NoBN

[CVPRW 21] "BNN - BN = ? Training Binary Neural Networks without Batch Normalization", Tianlong Chen, Zhenyu Zhang, Xu Ouyang, Zechun Liu, Zhiqiang Shen, Zhangyang Wang

batch-normalization binary-neural-networks weight-standardization normalizer-free normalization-free-training adaptive-gradient-clipping

UpdatedDec 30, 2021
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

dizcza /lbcnn.pytorch

PyTorch implementation of Local Binary Convolutional Neural Networkhttp://xujuefei.com/lbcnn.html

pytorch binary-convolutions binary-neural-networks lbcn

UpdatedFeb 18, 2020
Python

mzemlyanikin /binary-nets

PyTorch implementation of binary neural networks

pytorch binary-neural-networks

UpdatedMar 20, 2019
Python

hpi-xnor /bitorch

BITorch: Open-Source Implementation of Binary Neural Networks with PyTorch

python deep-learning pytorch binary-neural-networks

UpdatedJun 13, 2024
Python

EEESlab /combinational-bnn

System Verilog code describing a fully combinational binarized neural network.

bnn binary-neural-networks combinational

UpdatedJul 6, 2018
SystemVerilog

htqin /BiFSMNv2

Pytorch implementation of BiFSMNv2, TNNLS 2023

deep-learning speech pytorch keyword-spotting binarization model-compression binary-neural-networks

UpdatedFeb 10, 2023
Python

yikaiw /SNN

[ICCV 2021] Code release for "Sub-bit Neural Networks: Learning to Compress and Accelerate Binary Neural Networks"

snn bnn binary-neural-networks iccv2021 sub-bit-neural-networks

UpdatedJul 24, 2022
Python

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