Low Power Computer Vision


Direct Feedback Alignment Based Convolutional Neural Network Training for Low-Power Online Learning Processor
Donghyeon Han,
Hoi-jun Yoo
[pdf]
[bibtex]
@InProceedings{Han_2019_ICCV_Workshops,
author = {Han, Donghyeon and Yoo, Hoi-jun},
title = {Direct Feedback Alignment Based Convolutional Neural Network Training for Low-Power Online Learning Processor},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Efficient Single Image Super-Resolution via Hybrid Residual Feature Learning with Compact Back-Projection Network
Feiyang Zhu,
Qijun Zhao
[pdf]
[bibtex]
@InProceedings{Zhu_2019_ICCV_Workshops,
author = {Zhu, Feiyang and Zhao, Qijun},
title = {Efficient Single Image Super-Resolution via Hybrid Residual Feature Learning with Compact Back-Projection Network},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

A System-Level Solution for Low-Power Object Detection
Fanrong Li,
Zitao Mo,
Peisong Wang,
Zejian Liu,
Jiayun Zhang,
Gang Li,
Qinghao Hu,
Xiangyu He,
Cong Leng,
Yang Zhang,
Jian Cheng
[pdf]
[bibtex]
@InProceedings{Li_2019_ICCV_Workshops,
author = {Li, Fanrong and Mo, Zitao and Wang, Peisong and Liu, Zejian and Zhang, Jiayun and Li, Gang and Hu, Qinghao and He, Xiangyu and Leng, Cong and Zhang, Yang and Cheng, Jian},
title = {A System-Level Solution for Low-Power Object Detection},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Low-Power Neural Networks for Semantic Segmentation of Satellite Images
Gaetan Bahl,
Lionel Daniel,
Matthieu Moretti,
Florent Lafarge
[pdf]
[bibtex]
@InProceedings{Bahl_2019_ICCV_Workshops,
author = {Bahl, Gaetan and Daniel, Lionel and Moretti, Matthieu and Lafarge, Florent},
title = {Low-Power Neural Networks for Semantic Segmentation of Satellite Images},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Enriching Variety of Layer-Wise Learning Information by Gradient Combination
Chien-Yao Wang,
Hong-Yuan Mark Liao,
Ping-Yang Chen,
Jun-Wei Hsieh
[pdf]
[bibtex]
@InProceedings{Wang_2019_ICCV_Workshops,
author = {Wang, Chien-Yao and Mark Liao, Hong-Yuan and Chen, Ping-Yang and Hsieh, Jun-Wei},
title = {Enriching Variety of Layer-Wise Learning Information by Gradient Combination},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Real-Time Object Detection On Low Power Embedded Platforms
George Jose,
Aashish Kumar,
Srinivas Kruthiventi S S,
Sambuddha Saha,
Harikrishna Muralidhara
[pdf]
[bibtex]
@InProceedings{Jose_2019_ICCV_Workshops,
author = {Jose, George and Kumar, Aashish and Kruthiventi S S, Srinivas and Saha, Sambuddha and Muralidhara, Harikrishna},
title = {Real-Time Object Detection On Low Power Embedded Platforms},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

512KiB RAM Is Enough! Live Camera Face Recognition DNN on MCU
Maxim Zemlyanikin,
Alexander Smorkalov,
Tatiana Khanova,
Anna Petrovicheva,
Grigory Serebryakov
[pdf]
[bibtex]
@InProceedings{Zemlyanikin_2019_ICCV_Workshops,
author = {Zemlyanikin, Maxim and Smorkalov, Alexander and Khanova, Tatiana and Petrovicheva, Anna and Serebryakov, Grigory},
title = {512KiB RAM Is Enough! Live Camera Face Recognition DNN on MCU},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Automated Multi-Stage Compression of Neural Networks
Julia Gusak,
Maksym Kholiavchenko,
Evgeny Ponomarev,
Larisa Markeeva,
Philip Blagoveschensky,
Andrzej Cichocki,
Ivan Oseledets
[pdf]
[bibtex]
@InProceedings{Gusak_2019_ICCV_Workshops,
author = {Gusak, Julia and Kholiavchenko, Maksym and Ponomarev, Evgeny and Markeeva, Larisa and Blagoveschensky, Philip and Cichocki, Andrzej and Oseledets, Ivan},
title = {Automated Multi-Stage Compression of Neural Networks},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

On-Device Image Classification with Proxyless Neural Architecture Search and Quantization-Aware Fine-Tuning
Han Cai,
Tianzhe Wang,
Zhanghao Wu,
Kuan Wang,
Ji Lin,
Song Han
[pdf]
[bibtex]
@InProceedings{Cai_2019_ICCV_Workshops,
author = {Cai, Han and Wang, Tianzhe and Wu, Zhanghao and Wang, Kuan and Lin, Ji and Han, Song},
title = {On-Device Image Classification with Proxyless Neural Architecture Search and Quantization-Aware Fine-Tuning},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}