Binary Networks for Computer Vision


Adaptive Binary-Ternary Quantization
Ryan Razani,
Gregoire Morin,
Eyyub Sari,
Vahid Partovi Nia
[pdf]
[bibtex]
@InProceedings{Razani_2021_CVPR, author = {Razani, Ryan and Morin, Gregoire and Sari, Eyyub and Nia, Vahid Partovi}, title = {Adaptive Binary-Ternary Quantization}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {4613-4618} }

On the Application of Binary Neural Networks in Oblivious Inference
Mohammad Samragh,
Siam Hussain,
Xinqiao Zhang,
Ke Huang,
Farinaz Koushanfar
[pdf]
[bibtex]
@InProceedings{Samragh_2021_CVPR, author = {Samragh, Mohammad and Hussain, Siam and Zhang, Xinqiao and Huang, Ke and Koushanfar, Farinaz}, title = {On the Application of Binary Neural Networks in Oblivious Inference}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {4630-4639} }

Training Dynamical Binary Neural Networks With Equilibrium Propagation
Jeremie Laydevant,
Maxence Ernoult,
Damien Querlioz,
Julie Grollier
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Laydevant_2021_CVPR, author = {Laydevant, Jeremie and Ernoult, Maxence and Querlioz, Damien and Grollier, Julie}, title = {Training Dynamical Binary Neural Networks With Equilibrium Propagation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {4640-4649} }

Fast Walsh-Hadamard Transform and Smooth-Thresholding Based Binary Layers in Deep Neural Networks
Hongyi Pan,
Diaa Badawi,
Ahmet Enis Cetin
[pdf]
[bibtex]
@InProceedings{Pan_2021_CVPR, author = {Pan, Hongyi and Badawi, Diaa and Cetin, Ahmet Enis}, title = {Fast Walsh-Hadamard Transform and Smooth-Thresholding Based Binary Layers in Deep Neural Networks}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {4650-4659} }

Initialization and Transfer Learning of Stochastic Binary Networks From Real-Valued Ones
Anastasiia Livochka,
Alexander Shekhovtsov
[pdf]
[bibtex]
@InProceedings{Livochka_2021_CVPR, author = {Livochka, Anastasiia and Shekhovtsov, Alexander}, title = {Initialization and Transfer Learning of Stochastic Binary Networks From Real-Valued Ones}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {4660-4668} }

"BNN - BN = ?": Training Binary Neural Networks Without Batch Normalization
Tianlong Chen,
Zhenyu Zhang,
Xu Ouyang,
Zechun Liu,
Zhiqiang Shen,
Zhangyang Wang
[pdf]
[bibtex]
@InProceedings{Chen_2021_CVPR, author = {Chen, Tianlong and Zhang, Zhenyu and Ouyang, Xu and Liu, Zechun and Shen, Zhiqiang and Wang, Zhangyang}, title = {"BNN - BN = ?": Training Binary Neural Networks Without Batch Normalization}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {4619-4629} }

BCNN: A Binary CNN With All Matrix Ops Quantized to 1 Bit Precision
Arthur J. Redfern,
Lijun Zhu,
Molly K. Newquist
[pdf] [arXiv]
[bibtex]
@InProceedings{Redfern_2021_CVPR, author = {Redfern, Arthur J. and Zhu, Lijun and Newquist, Molly K.}, title = {BCNN: A Binary CNN With All Matrix Ops Quantized to 1 Bit Precision}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {4604-4612} }