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 = {Proceedings of 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 = {Proceedings of 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 = {Proceedings of 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 = {Proceedings of 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 = {Proceedings of 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 = {Proceedings of 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 = {Proceedings of 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 = {Proceedings of 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 = {Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}