[CVPR 2020] This project is the PyTorch implementation of our accepted CVPR 2020 paper : forward and backward information retention for accurate binary neural networks.
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Updated
Mar 14, 2020 - Python
[CVPR 2020] This project is the PyTorch implementation of our accepted CVPR 2020 paper : forward and backward information retention for accurate binary neural networks.
This project is the official implementation of 'Basic Binary Convolution Unit for Binarized Image Restoration Network', ICLR2023
Pytorch implementation of our paper accepted by NeurIPS 2020 -- Rotated Binary Neural Network
This project is the official implementation of our accepted ICLR 2021 paper BiPointNet: Binary Neural Network for Point Clouds.
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.
S2-BNN: Bridging the Gap Between Self-Supervised Real and 1-bit Neural Networks via Guided Distribution Calibration (CVPR 2021)
[CVPRW 21] "BNN - BN = ? Training Binary Neural Networks without Batch Normalization", Tianlong Chen, Zhenyu Zhang, Xu Ouyang, Zechun Liu, Zhiqiang Shen, Zhangyang Wang
[ICML 2023] This project is the official implementation of our accepted ICML 2023 paper BiBench: Benchmarking and Analyzing Network Binarization.
PyTorch implementation of Local Binary Convolutional Neural Network http://xujuefei.com/lbcnn.html
PyTorch implementation of binary neural networks
BITorch: Open-Source Implementation of Binary Neural Networks with PyTorch
[ICCV 2021] Code release for "Sub-bit Neural Networks: Learning to Compress and Accelerate Binary Neural Networks"
Pytorch implementation of BiFSMNv2, TNNLS 2023
Binary neural networks developed by Huawei Noah's Ark Lab
Proximal Mean-field for Neural Network Quantization
Pytorch implementation of BiFSMN, IJCAI 2022
Towards Accurate Binary Neural Networks via Modeling Contextual Dependencies
Markov Chain Monte Carlo binary network optimization
Examples for BMXNet v2 (https://github.com/hpi-xnor/BMXNet-v2)
The official repository for the paper LAB: Learnable Activation Binarizer for Binary Neural Networks.
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