CVPR 2022 Open Access Repository

Embedded Vision

On-Sensor Binarized Fully Convolutional Neural Network for Localisation and Coarse Segmentation: Yanan Liu,

Yao Lu; [pdf] [supp]
[bibtex]
@InProceedings{Liu_2022_CVPR, author = {Liu, Yanan and Lu, Yao}, title = {On-Sensor Binarized Fully Convolutional Neural Network for Localisation and Coarse Segmentation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3629-3638} }
SymDNN: Simple & Effective Adversarial Robustness for Embedded Systems: Swarnava Dey,

Pallab Dasgupta,

Partha P Chakrabarti; [pdf] [supp]
[bibtex]
@InProceedings{Dey_2022_CVPR, author = {Dey, Swarnava and Dasgupta, Pallab and Chakrabarti, Partha P}, title = {SymDNN: Simple \& Effective Adversarial Robustness for Embedded Systems}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3599-3609} }
ImageSig: A Signature Transform for Ultra-Lightweight Image Recognition: Mohamed R. Ibrahim,

Terry Lyons; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Ibrahim_2022_CVPR, author = {Ibrahim, Mohamed R. and Lyons, Terry}, title = {ImageSig: A Signature Transform for Ultra-Lightweight Image Recognition}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3649-3659} }
MAPLE-Edge: A Runtime Latency Predictor for Edge Devices: Saeejith Nair,

Saad Abbasi,

Alexander Wong,

Mohammad Javad Shafiee; [pdf]
[bibtex]
@InProceedings{Nair_2022_CVPR, author = {Nair, Saeejith and Abbasi, Saad and Wong, Alexander and Shafiee, Mohammad Javad}, title = {MAPLE-Edge: A Runtime Latency Predictor for Edge Devices}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3660-3668} }
Multi-Dimensional Vision Transformer Compression via Dependency Guided Gaussian Process Search: Zejiang Hou,

Sun-Yuan Kung; [pdf]
[bibtex]
@InProceedings{Hou_2022_CVPR, author = {Hou, Zejiang and Kung, Sun-Yuan}, title = {Multi-Dimensional Vision Transformer Compression via Dependency Guided Gaussian Process Search}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3669-3678} }
Real-Time Hyper-Dimensional Reconfiguration at the Edge Using Hardware Accelerators: Indhumathi Kandaswamy,

Saurabh Farkya,

Zachary Daniels,

Gooitzen van der Wal,

Aswin Raghavan,

Yuzheng Zhang,

Jun Hu,

Michael Lomnitz,

Michael Isnardi,

David Zhang,

Michael Piacentino; [pdf]
[bibtex]
@InProceedings{Kandaswamy_2022_CVPR, author = {Kandaswamy, Indhumathi and Farkya, Saurabh and Daniels, Zachary and van der Wal, Gooitzen and Raghavan, Aswin and Zhang, Yuzheng and Hu, Jun and Lomnitz, Michael and Isnardi, Michael and Zhang, David and Piacentino, Michael}, title = {Real-Time Hyper-Dimensional Reconfiguration at the Edge Using Hardware Accelerators}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3610-3618} }
Does Interference Exist When Training a Once-for-All Network?: Jordan Shipard,

Arnold Wiliem,

Clinton Fookes; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Shipard_2022_CVPR, author = {Shipard, Jordan and Wiliem, Arnold and Fookes, Clinton}, title = {Does Interference Exist When Training a Once-for-All Network?}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3619-3628} }
Efficient Multi-Purpose Cross-Attention Based Image Alignment Block for Edge Devices: Bahri Batuhan Bilecen,

Alparslan Fişne,

Mustafa Ayazoğlu; [pdf]
[bibtex]
@InProceedings{Bilecen_2022_CVPR, author = {Bilecen, Bahri Batuhan and Fi\c{s}ne, Alparslan and Ayazo\u{g}lu, Mustafa}, title = {Efficient Multi-Purpose Cross-Attention Based Image Alignment Block for Edge Devices}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3639-3648} }