Compact and Efficient Feature Representation and Learning in Computer Vision

Embarrassingly Simple Binary Representation Learning

Yuming Shen,

Jie Qin,

Jiaxin Chen,

Li Liu,

Fan Zhu,

Ziyi Shen

[pdf]

[bibtex]

@InProceedings{Shen_2019_ICCV_Workshops,
author = {Shen, Yuming and Qin, Jie and Chen, Jiaxin and Liu, Li and Zhu, Fan and Shen, Ziyi},
title = {Embarrassingly Simple Binary Representation Learning},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Unsupervised Extraction of Local Image Descriptors via Relative Distance Ranking Loss

Xin Yu,

Yurun Tian,

Fatih Porikli,

Richard Hartley,

Hongdong Li,

Huub Heijnen,

Vassileios Balntas

[pdf]

[bibtex]

@InProceedings{Yu_2019_ICCV_Workshops,
author = {Yu, Xin and Tian, Yurun and Porikli, Fatih and Hartley, Richard and Li, Hongdong and Heijnen, Huub and Balntas, Vassileios},
title = {Unsupervised Extraction of Local Image Descriptors via Relative Distance Ranking Loss},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Metric-Based Regularization and Temporal Ensemble for Multi-Task Learning using Heterogeneous Unsupervised Tasks

Byung Cheol Song,

Dae Ha Kim,

Seung hyun Lee

[pdf]

[bibtex]

@InProceedings{Song_2019_ICCV_Workshops,
author = {Cheol Song, Byung and Ha Kim, Dae and hyun Lee, Seung},
title = {Metric-Based Regularization and Temporal Ensemble for Multi-Task Learning using Heterogeneous Unsupervised Tasks},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

DAME WEB: DynAmic MEan with Whitening Ensemble Binarization for Landmark Retrieval without Human Annotation

Tsun-Yi Yang,

Duy Kien Nguyen,

Huub Heijnen,

Vassileios Balntas

[pdf]

[bibtex]

@InProceedings{Yang_2019_ICCV_Workshops,
author = {Yang, Tsun-Yi and Kien Nguyen, Duy and Heijnen, Huub and Balntas, Vassileios},
title = {DAME WEB: DynAmic MEan with Whitening Ensemble Binarization for Landmark Retrieval without Human Annotation},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

More About Covariance Descriptors for Image Set Coding: Log-Euclidean Framework Based Kernel Matrix Representation

Kai-Xuan Chen,

Xiao-Jun Wu,

Jie-Yi Ren,

Rui Wang,

Josef Kittler

[pdf]

[bibtex]

@InProceedings{Chen_2019_ICCV_Workshops,
author = {Chen, Kai-Xuan and Wu, Xiao-Jun and Ren, Jie-Yi and Wang, Rui and Kittler, Josef},
title = {More About Covariance Descriptors for Image Set Coding: Log-Euclidean Framework Based Kernel Matrix Representation},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Compact and Efficient Multitask Learning in Vision, Language and Speech

Mohammed Al-Rawi,

Ernest Valveny

[pdf]

[bibtex]

@InProceedings{Al-Rawi_2019_ICCV_Workshops,
author = {Al-Rawi, Mohammed and Valveny, Ernest},
title = {Compact and Efficient Multitask Learning in Vision, Language and Speech},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

MuffNet: Multi-Layer Feature Federation for Mobile Deep Learning

Hesen Chen,

Ming Lin,

Xiuyu Sun,

Qian Qi,

Hao Li,

Rong Jin

[pdf]

[bibtex]

@InProceedings{Chen_2019_ICCV_Workshops,
author = {Chen, Hesen and Lin, Ming and Sun, Xiuyu and Qi, Qian and Li, Hao and Jin, Rong},
title = {MuffNet: Multi-Layer Feature Federation for Mobile Deep Learning},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Beyond Attributes: High-Order Attribute Features for Zero-Shot Learning

Xiao-Bo Jin,

Guo-Sen Xie,

Kaizhu Huang,

Jianyu Miao,

Qiufeng Wang

[pdf]

[bibtex]

@InProceedings{Jin_2019_ICCV_Workshops,
author = {Jin, Xiao-Bo and Xie, Guo-Sen and Huang, Kaizhu and Miao, Jianyu and Wang, Qiufeng},
title = {Beyond Attributes: High-Order Attribute Features for Zero-Shot Learning},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Augmentation Invariant Training

Weicong Chen,

Lu Tian,

Liwen Fan,

Yu Wang

[pdf]

[bibtex]

@InProceedings{Chen_2019_ICCV_Workshops,
author = {Chen, Weicong and Tian, Lu and Fan, Liwen and Wang, Yu},
title = {Augmentation Invariant Training},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Large Scale Near-Duplicate Image Retrieval via Patch Embedding

Shangpeng Yan,

Xiaoyun Zhang,

Li Chen,

Wenbo Bao,

Zhiyong Gao

[pdf]

[bibtex]

@InProceedings{Yan_2019_ICCV_Workshops,
author = {Yan, Shangpeng and Zhang, Xiaoyun and Chen, Li and Bao, Wenbo and Gao, Zhiyong},
title = {Large Scale Near-Duplicate Image Retrieval via Patch Embedding},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

VACL: Variance-Aware Cross-Layer Regularization for Pruning Deep Residual Networks

Susan Gao,

Xin Liu,

Lung-Sheng Chien,

William Zhang,

Jose M. Alvarez

[pdf]

[bibtex]

@InProceedings{Gao_2019_ICCV_Workshops,
author = {Gao, Susan and Liu, Xin and Chien, Lung-Sheng and Zhang, William and Alvarez, Jose M.},
title = {VACL: Variance-Aware Cross-Layer Regularization for Pruning Deep Residual Networks},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Event-Based Incremental Broad Learning System for Object Classification

Shan Gao,

Guangqian Guo,

C. L. Philip Chen

[pdf]

[bibtex]

@InProceedings{Gao_2019_ICCV_Workshops,
author = {Gao, Shan and Guo, Guangqian and Philip Chen, C. L.},
title = {Event-Based Incremental Broad Learning System for Object Classification},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Differential-Evolution-Based Generative Adversarial Networks for Edge Detection

Wenbo Zheng,

Chao Gou,

Lan Yan,

Fei-Yue Wang

[pdf]

[bibtex]

@InProceedings{Zheng_2019_ICCV_Workshops,
author = {Zheng, Wenbo and Gou, Chao and Yan, Lan and Wang, Fei-Yue},
title = {Differential-Evolution-Based Generative Adversarial Networks for Edge Detection},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Low-bit Quantization of Neural Networks for Efficient Inference

Eli Kravchik,

Fan Yang,

Pavel Kisilev,

Yoni Choukroun

[pdf]

[bibtex]

@InProceedings{Kravchik_2019_ICCV_Workshops,
author = {Kravchik, Eli and Yang, Fan and Kisilev, Pavel and Choukroun, Yoni},
title = {Low-bit Quantization of Neural Networks for Efficient Inference},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Self-Supervised Learning of Class Embeddings from Video

Olivia Wiles,

A. Sophia Koepke,

Andrew Zisserman

[pdf]

[bibtex]

@InProceedings{Wiles_2019_ICCV_Workshops,
author = {Wiles, Olivia and Sophia Koepke, A. and Zisserman, Andrew},
title = {Self-Supervised Learning of Class Embeddings from Video},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Deep Total Variation Support Vector Networks

Hichem Sahbi

[pdf]

[bibtex]

@InProceedings{Sahbi_2019_ICCV_Workshops,
author = {Sahbi, Hichem},
title = {Deep Total Variation Support Vector Networks},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Age Estimation From Facial Parts Using Compact Multi-Stream Convolutional Neural Networks

Marcus Angeloni,

Rodrigo de Freitas Pereira,

Helio Pedrini

[pdf]

[bibtex]

@InProceedings{Angeloni_2019_ICCV_Workshops,
author = {Angeloni, Marcus and de Freitas Pereira, Rodrigo and Pedrini, Helio},
title = {Age Estimation From Facial Parts Using Compact Multi-Stream Convolutional Neural Networks},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Dynamic Block Sparse Reparameterization of Convolutional Neural Networks

Dharma teja Vooturi,

Girish Varma,

Kishore Kothapalli

[pdf]

[bibtex]

@InProceedings{Vooturi_2019_ICCV_Workshops,
author = {teja Vooturi, Dharma and Varma, Girish and Kothapalli, Kishore},
title = {Dynamic Block Sparse Reparameterization of Convolutional Neural Networks},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

DHA: Supervised Deep Learning to Hash with an Adaptive Loss Function

Jiehao Xu,

Chengyu Guo,

Qingjie Liu,

Jie Qin,

Yunhong Wang,

Li Liu

[pdf]

[bibtex]

@InProceedings{Xu_2019_ICCV_Workshops,
author = {Xu, Jiehao and Guo, Chengyu and Liu, Qingjie and Qin, Jie and Wang, Yunhong and Liu, Li},
title = {DHA: Supervised Deep Learning to Hash with an Adaptive Loss Function},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Sparse Generative Adversarial Network

Shahin Mahdizadehaghdam,

Ashkan Panahi,

Hamid Krim

[pdf]

[bibtex]

@InProceedings{Mahdizadehaghdam_2019_ICCV_Workshops,
author = {Mahdizadehaghdam, Shahin and Panahi, Ashkan and Krim, Hamid},
title = {Sparse Generative Adversarial Network},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Efficient Learning on Point Clouds with Basis Point Sets

Sergey Prokudin,

Christoph Lassner,

Javier Romero

[pdf]

[bibtex]

@InProceedings{Prokudin_2019_ICCV_Workshops,
author = {Prokudin, Sergey and Lassner, Christoph and Romero, Javier},
title = {Efficient Learning on Point Clouds with Basis Point Sets},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}