Efficient Deep Learning for Computer Vision


Eye in the Sky: Real-Time Drone Surveillance System (DSS) for Violent Individuals Identification Using ScatterNet Hybrid Deep Learning Network
Amarjot Singh,
Devendra Patil,
SN Omkar
[pdf] [arXiv]
[bibtex]
@InProceedings{Singh_2018_CVPR_Workshops,
author = {Singh, Amarjot and Patil, Devendra and Omkar, SN},
title = {Eye in the Sky: Real-Time Drone Surveillance System (DSS) for Violent Individuals Identification Using ScatterNet Hybrid Deep Learning Network},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}

SqueezeNext: Hardware-Aware Neural Network Design
Amir Gholami,
Kiseok Kwon,
Bichen Wu,
Zizheng Tai,
Xiangyu Yue,
Peter Jin,
Sicheng Zhao,
Kurt Keutzer
[pdf] [arXiv]
[bibtex]
@InProceedings{Gholami_2018_CVPR_Workshops,
author = {Gholami, Amir and Kwon, Kiseok and Wu, Bichen and Tai, Zizheng and Yue, Xiangyu and Jin, Peter and Zhao, Sicheng and Keutzer, Kurt},
title = {SqueezeNext: Hardware-Aware Neural Network Design},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}

Recurrent Segmentation for Variable Computational Budgets
Lane McIntosh,
Niru Maheswaranathan,
David Sussillo,
Jonathon Shlens
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{McIntosh_2018_CVPR_Workshops,
author = {McIntosh, Lane and Maheswaranathan, Niru and Sussillo, David and Shlens, Jonathon},
title = {Recurrent Segmentation for Variable Computational Budgets},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}

Highway Network Block With Gates Constraints for Training Very Deep Networks
Oyebade K. Oyedotun,
Abd El Rahman Shabayek,
Djamila Aouada,
Bjorn Ottersten
[pdf]
[bibtex]
@InProceedings{Oyedotun_2018_CVPR_Workshops,
author = {Oyedotun, Oyebade K. and El Rahman Shabayek, Abd and Aouada, Djamila and Ottersten, Bjorn},
title = {Highway Network Block With Gates Constraints for Training Very Deep Networks},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}

MUNet: Macro Unit-Based Convolutional Neural Network for Mobile Devices
Dae Ha Kim,
Seung Hyun Lee,
Byung Cheol Song
[pdf]
[bibtex]
@InProceedings{Kim_2018_CVPR_Workshops,
author = {Ha Kim, Dae and Hyun Lee, Seung and Cheol Song, Byung},
title = {MUNet: Macro Unit-Based Convolutional Neural Network for Mobile Devices},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}

Ultra Power-Efficient CNN Domain Specific Accelerator With 9.3TOPS/Watt for Mobile and Embedded Applications
Baohua Sun,
Lin Yang,
Patrick Dong,
Wenhan Zhang,
Jason Dong,
Charles Young
[pdf] [arXiv]
[bibtex]
@InProceedings{Sun_2018_CVPR_Workshops,
author = {Sun, Baohua and Yang, Lin and Dong, Patrick and Zhang, Wenhan and Dong, Jason and Young, Charles},
title = {Ultra Power-Efficient CNN Domain Specific Accelerator With 9.3TOPS/Watt for Mobile and Embedded Applications},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}

Merging Deep Neural Networks for Mobile Devices
Yi-Min Chou,
Yi-Ming Chan,
Jia-Hong Lee,
Chih-Yi Chiu,
Chu-Song Chen
[pdf]
[bibtex]
@InProceedings{Chou_2018_CVPR_Workshops,
author = {Chou, Yi-Min and Chan, Yi-Ming and Lee, Jia-Hong and Chiu, Chih-Yi and Chen, Chu-Song},
title = {Merging Deep Neural Networks for Mobile Devices},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}

Efficient Deep Learning Inference Based on Model Compression
Qing Zhang,
Mengru Zhang,
Mengdi Wang,
Wanchen Sui,
Chen Meng,
Jun Yang,
Weidan Kong,
Xiaoyuan Cui,
Wei Lin
[pdf]
[bibtex]
@InProceedings{Zhang_2018_CVPR_Workshops,
author = {Zhang, Qing and Zhang, Mengru and Wang, Mengdi and Sui, Wanchen and Meng, Chen and Yang, Jun and Kong, Weidan and Cui, Xiaoyuan and Lin, Wei},
title = {Efficient Deep Learning Inference Based on Model Compression},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}

Learning Network Architectures of Deep CNNs Under Resource Constraints
Michael Chan,
Daniel Scarafoni,
Ronald Duarte,
Jason Thornton,
Luke Skelly
[pdf]
[bibtex]
@InProceedings{Chan_2018_CVPR_Workshops,
author = {Chan, Michael and Scarafoni, Daniel and Duarte, Ronald and Thornton, Jason and Skelly, Luke},
title = {Learning Network Architectures of Deep CNNs Under Resource Constraints},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}