Neural Architects

EENA: Efficient Evolution of Neural Architecture

Hui Zhu,

Zhulin An,

Chuanguang Yang,

Kaiqiang Xu,

Erhu Zhao,

Yongjun Xu

[pdf]

[bibtex]

@InProceedings{Zhu_2019_ICCV_Workshops,
author = {Zhu, Hui and An, Zhulin and Yang, Chuanguang and Xu, Kaiqiang and Zhao, Erhu and Xu, Yongjun},
title = {EENA: Efficient Evolution of Neural Architecture},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Sequentially Aggregated Convolutional Networks

Yiwen Huang,

Pinglai Ou,

Rihui Wu,

Ziyong Feng

[pdf]

[bibtex]

@InProceedings{Huang_2019_ICCV_Workshops,
author = {Huang, Yiwen and Ou, Pinglai and Wu, Rihui and Feng, Ziyong},
title = {Sequentially Aggregated Convolutional Networks},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Resource Efficient 3D Convolutional Neural Networks

Okan Kopuklu,

Neslihan Kose,

Ahmet Gunduz,

Gerhard Rigoll

[pdf]

[bibtex]

@InProceedings{Kopuklu_2019_ICCV_Workshops,
author = {Kopuklu, Okan and Kose, Neslihan and Gunduz, Ahmet and Rigoll, Gerhard},
title = {Resource Efficient 3D Convolutional Neural Networks},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Cross-Granularity Attention Network for Semantic Segmentation

Lingyu Zhu,

Tinghuai Wang,

Emre Aksu,

Joni-Kristian Kamarainen

[pdf]

[bibtex]

@InProceedings{Zhu_2019_ICCV_Workshops,
author = {Zhu, Lingyu and Wang, Tinghuai and Aksu, Emre and Kamarainen, Joni-Kristian},
title = {Cross-Granularity Attention Network for Semantic Segmentation},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Understanding the Effects of Pre-Training for Object Detectors via Eigenspectrum

Yosuke Shinya,

Edgar Simo-Serra,

Taiji Suzuki

[pdf]

[bibtex]

@InProceedings{Shinya_2019_ICCV_Workshops,
author = {Shinya, Yosuke and Simo-Serra, Edgar and Suzuki, Taiji},
title = {Understanding the Effects of Pre-Training for Object Detectors via Eigenspectrum},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

HM-NAS: Efficient Neural Architecture Search via Hierarchical Masking

Shen Yan,

Biyi Fang,

Faen Zhang,

Yu Zheng,

Xiao Zeng,

Mi Zhang,

Hui Xu

[pdf]

[bibtex]

@InProceedings{Yan_2019_ICCV_Workshops,
author = {Yan, Shen and Fang, Biyi and Zhang, Faen and Zheng, Yu and Zeng, Xiao and Zhang, Mi and Xu, Hui},
title = {HM-NAS: Efficient Neural Architecture Search via Hierarchical Masking},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

BinaryDenseNet: Developing an Architecture for Binary Neural Networks

Joseph Bethge,

Haojin Yang,

Marvin Bornstein,

Christoph Meinel

[pdf]

[bibtex]

@InProceedings{Bethge_2019_ICCV_Workshops,
author = {Bethge, Joseph and Yang, Haojin and Bornstein, Marvin and Meinel, Christoph},
title = {BinaryDenseNet: Developing an Architecture for Binary Neural Networks},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Efficient Structured Pruning and Architecture Searching for Group Convolution

Ruizhe Zhao,

Wayne Luk

[pdf]

[bibtex]

@InProceedings{Zhao_2019_ICCV_Workshops,
author = {Zhao, Ruizhe and Luk, Wayne},
title = {Efficient Structured Pruning and Architecture Searching for Group Convolution},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

GCNet: Non-Local Networks Meet Squeeze-Excitation Networks and Beyond

Yue Cao,

Jiarui Xu,

Stephen Lin,

Fangyun Wei,

Han Hu

[pdf]

[bibtex]

@InProceedings{Cao_2019_ICCV_Workshops,
author = {Cao, Yue and Xu, Jiarui and Lin, Stephen and Wei, Fangyun and Hu, Han},
title = {GCNet: Non-Local Networks Meet Squeeze-Excitation Networks and Beyond},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Attention Routing Between Capsules

Jaewoong Choi,

Hyun Seo,

Suii Im,

Myungjoo Kang

[pdf]

[bibtex]

@InProceedings{Choi_2019_ICCV_Workshops,
author = {Choi, Jaewoong and Seo, Hyun and Im, Suii and Kang, Myungjoo},
title = {Attention Routing Between Capsules},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

4-Connected Shift Residual Networks

Andrew Brown,

Pascal Mettes,

Marcel Worring

[pdf]

[bibtex]

@InProceedings{Brown_2019_ICCV_Workshops,
author = {Brown, Andrew and Mettes, Pascal and Worring, Marcel},
title = {4-Connected Shift Residual Networks},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Adaptive Convolutional Kernels

Julio Zamora Esquivel,

Adan Cruz Vargas,

Paulo Lopez Meyer,

Omesh Tickoo

[pdf]

[bibtex]

@InProceedings{Esquivel_2019_ICCV_Workshops,
author = {Zamora Esquivel, Julio and Cruz Vargas, Adan and Lopez Meyer, Paulo and Tickoo, Omesh},
title = {Adaptive Convolutional Kernels},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Adaptive Activation Functions Using Fractional Calculus

Julio Zamora Esquivel,

Adan Cruz Vargas,

Rodrigo Camacho Perez,

Paulo Lopez Meyer,

Hector Cordourier,

Omesh Tickoo

[pdf]

[bibtex]

@InProceedings{Esquivel_2019_ICCV_Workshops,
author = {Zamora Esquivel, Julio and Cruz Vargas, Adan and Camacho Perez, Rodrigo and Lopez Meyer, Paulo and Cordourier, Hector and Tickoo, Omesh},
title = {Adaptive Activation Functions Using Fractional Calculus},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

SqueezeNAS: Fast Neural Architecture Search for Faster Semantic Segmentation

Albert Shaw,

Daniel Hunter,

Forrest Landola,

Sammy Sidhu

[pdf]

[bibtex]

@InProceedings{Shaw_2019_ICCV_Workshops,
author = {Shaw, Albert and Hunter, Daniel and Landola, Forrest and Sidhu, Sammy},
title = {SqueezeNAS: Fast Neural Architecture Search for Faster Semantic Segmentation},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Matrix Nets: A New Deep Architecture for Object Detection

Abdullah Rashwan,

Agastya Kalra,

Pascal Poupart

[pdf]

[bibtex]

@InProceedings{Rashwan_2019_ICCV_Workshops,
author = {Rashwan, Abdullah and Kalra, Agastya and Poupart, Pascal},
title = {Matrix Nets: A New Deep Architecture for Object Detection},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Localizing Occluders with Compositional Convolutional Networks

Adam Kortylewski,

Qing Liu,

Huiyu Wang,

Zhishuai Zhang,

Alan Yuille

[pdf]

[bibtex]

@InProceedings{Kortylewski_2019_ICCV_Workshops,
author = {Kortylewski, Adam and Liu, Qing and Wang, Huiyu and Zhang, Zhishuai and Yuille, Alan},
title = {Localizing Occluders with Compositional Convolutional Networks},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

MSNet: Structural Wired Neural Architecture Search for Internet of Things

Hsin-Pai Cheng,

Tunhou Zhang,

Yukun Yang,

Feng Yan,

Harris Teague,

Yiran Chen,

Hai Li

[pdf]

[bibtex]

@InProceedings{Cheng_2019_ICCV_Workshops,
author = {Cheng, Hsin-Pai and Zhang, Tunhou and Yang, Yukun and Yan, Feng and Teague, Harris and Chen, Yiran and Li, Hai},
title = {MSNet: Structural Wired Neural Architecture Search for Internet of Things},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

HoloGAN: Unsupervised Learning of 3D Representations From Natural Images

Thu Nguyen-Phuoc,

Chuan Li,

Lucas Theis,

Christian Richardt,

Yong-Liang Yang

[pdf]

[bibtex]

@InProceedings{Nguyen-Phuoc_2019_ICCV_Workshops,
author = {Nguyen-Phuoc, Thu and Li, Chuan and Theis, Lucas and Richardt, Christian and Yang, Yong-Liang},
title = {HoloGAN: Unsupervised Learning of 3D Representations From Natural Images},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Searching for Accurate Binary Neural Architectures

Mingzhu Shen,

Kai Han,

Chunjing Xu,

Yunhe Wang

[pdf]

[bibtex]

@InProceedings{Shen_2019_ICCV_Workshops,
author = {Shen, Mingzhu and Han, Kai and Xu, Chunjing and Wang, Yunhe},
title = {Searching for Accurate Binary Neural Architectures},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

AdvGAN++: Harnessing Latent Layers for Adversary Generation

Surgan Jandial,

Puneet Mangla,

Sakshi Varshney,

Vineeth Balasubramanian

[pdf]

[bibtex]

@InProceedings{Jandial_2019_ICCV_Workshops,
author = {Jandial, Surgan and Mangla, Puneet and Varshney, Sakshi and Balasubramanian, Vineeth},
title = {AdvGAN++: Harnessing Latent Layers for Adversary Generation},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Layer-Wise Invertibility for Extreme Memory Cost Reduction of CNN Training

Tristan Hascoet,

Quentin Febvre,

Weihao Zhuang,

Yasuo Ariki,

Tetsuya Takiguchi

[pdf]

[bibtex]

@InProceedings{Hascoet_2019_ICCV_Workshops,
author = {Hascoet, Tristan and Febvre, Quentin and Zhuang, Weihao and Ariki, Yasuo and Takiguchi, Tetsuya},
title = {Layer-Wise Invertibility for Extreme Memory Cost Reduction of CNN Training},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Investigating Convolutional Neural Networks using Spatial Orderness

Rohan Ghosh,

Anupam K. Gupta

[pdf]

[bibtex]

@InProceedings{Ghosh_2019_ICCV_Workshops,
author = {Ghosh, Rohan and Gupta, Anupam K.},
title = {Investigating Convolutional Neural Networks using Spatial Orderness},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Why Does Data-Driven Beat Theory-Driven Computer Vision?

John Tsotsos,

Iuliia Kotseruba,

Alexander Andreopoulos,

Yulong Wu

[pdf]

[bibtex]

@InProceedings{Tsotsos_2019_ICCV_Workshops,
author = {Tsotsos, John and Kotseruba, Iuliia and Andreopoulos, Alexander and Wu, Yulong},
title = {Why Does Data-Driven Beat Theory-Driven Computer Vision?},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}