Low-Power Computer Vision

Post-Training Deep Neural Network Pruning via Layer-Wise Calibration

Ivan Lazarevich,

Alexander Kozlov,

Nikita Malinin

[pdf] [arXiv]

[bibtex]

@InProceedings{Lazarevich_2021_ICCV, author = {Lazarevich, Ivan and Kozlov, Alexander and Malinin, Nikita}, title = {Post-Training Deep Neural Network Pruning via Layer-Wise Calibration}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {798-805} }

Knowledge Distillation for Low-Power Object Detection: A Simple Technique and Its Extensions for Training Compact Models Using Unlabeled Data

Amin Banitalebi-Dehkordi

[pdf]

[bibtex]

@InProceedings{Banitalebi-Dehkordi_2021_ICCV, author = {Banitalebi-Dehkordi, Amin}, title = {Knowledge Distillation for Low-Power Object Detection: A Simple Technique and Its Extensions for Training Compact Models Using Unlabeled Data}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {769-778} }

FOX-NAS: Fast, On-Device and Explainable Neural Architecture Search

Chia-Hsiang Liu,

Yu-Shin Han,

Yuan-Yao Sung,

Yi Lee,

Hung-Yueh Chiang,

Kai-Chiang Wu

[pdf]

[bibtex]

@InProceedings{Liu_2021_ICCV, author = {Liu, Chia-Hsiang and Han, Yu-Shin and Sung, Yuan-Yao and Lee, Yi and Chiang, Hung-Yueh and Wu, Kai-Chiang}, title = {FOX-NAS: Fast, On-Device and Explainable Neural Architecture Search}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {789-797} }

Exploring the Power of Lightweight YOLOv4

Chien-Yao Wang,

Hong-Yuan Mark Liao,

I-Hau Yeh,

Yung-Yu Chuang,

Youn-Long Lin

[pdf]

[bibtex]

@InProceedings{Wang_2021_ICCV, author = {Wang, Chien-Yao and Liao, Hong-Yuan Mark and Yeh, I-Hau and Chuang, Yung-Yu and Lin, Youn-Long}, title = {Exploring the Power of Lightweight YOLOv4}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {779-788} }