Deep Vision Workshop


Convolutional Neural Networks on Randomized Data
Cristian Ivan
[pdf]
[bibtex]
@InProceedings{Ivan_2019_CVPR_Workshops,
author = {Ivan, Cristian},
title = {Convolutional Neural Networks on Randomized Data},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Semi-Supervised Robust Deep Neural Networks for Multi-Label Classification
Hakan Cevikalp,
Burak Benligiray,
Omer Nezih Gerek,
Hasan Saribas
[pdf]
[bibtex]
@InProceedings{Cevikalp_2019_CVPR_Workshops,
author = {Cevikalp, Hakan and Benligiray, Burak and Nezih Gerek, Omer and Saribas, Hasan},
title = {Semi-Supervised Robust Deep Neural Networks for Multi-Label Classification},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Joint Learning of Neural Networks via Iterative Reweighted Least Squares
Zaiwei Zhang,
Xiangru Huang,
Qixing Huang,
Xiao Zhang,
Yuan Li
[pdf]
[bibtex]
@InProceedings{Zhang_2019_CVPR_Workshops,
author = {Zhang, Zaiwei and Huang, Xiangru and Huang, Qixing and Zhang, Xiao and Li, Yuan},
title = {Joint Learning of Neural Networks via Iterative Reweighted Least Squares},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Enhancing Salient Object Segmentation Through Attention
Anuj Pahuja,
Avishek Majumder,
Anirban Chakraborty,
R. Venkatesh Babu
[pdf]
[bibtex]
@InProceedings{Pahuja_2019_CVPR_Workshops,
author = {Pahuja, Anuj and Majumder, Avishek and Chakraborty, Anirban and Venkatesh Babu, R.},
title = {Enhancing Salient Object Segmentation Through Attention},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Deep Robust Single Image Depth Estimation Neural Network Using Scene Understanding
Haoyu Ren,
Mostafa El-khamy,
Jungwon Lee
[pdf]
[bibtex]
@InProceedings{Ren_2019_CVPR_Workshops,
author = {Ren, Haoyu and El-khamy, Mostafa and Lee, Jungwon},
title = {Deep Robust Single Image Depth Estimation Neural Network Using Scene Understanding},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Maximally Compact and Separated Features with Regular Polytope Networks
Federico Pernici,
Matteo Bruni,
Claudio Baecchi,
Alberto Del Bimbo
[pdf]
[bibtex]
@InProceedings{Pernici_2019_CVPR_Workshops,
author = {Pernici, Federico and Bruni, Matteo and Baecchi, Claudio and Del Bimbo, Alberto},
title = {Maximally Compact and Separated Features with Regular Polytope Networks},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Normal Estimation for Accurate 3D Mesh Reconstruction with Point Cloud Model Incorporating Spatial Structure
Taisuke Hashimoto,
Masaki Saito
[pdf]
[bibtex]
@InProceedings{Hashimoto_2019_CVPR_Workshops,
author = {Hashimoto, Taisuke and Saito, Masaki},
title = {Normal Estimation for Accurate 3D Mesh Reconstruction with Point Cloud Model Incorporating Spatial Structure},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

A Nonlinear, Noise-aware, Quasi-clustering Approach to Learning Deep CNNs from Noisy Labels
Ishan Jindal,
Matthew Nokleby,
Daniel Pressel
[pdf]
[bibtex]
@InProceedings{Jindal_2019_CVPR_Workshops,
author = {Jindal, Ishan and Nokleby, Matthew and Pressel, Daniel},
title = {A Nonlinear, Noise-aware, Quasi-clustering Approach to Learning Deep CNNs from Noisy Labels},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Global Sum Pooling: A Generalization Trick for Object Counting with Small Datasets of Large Images
Shubhra Aich,
Ian Stavness
[pdf]
[bibtex]
@InProceedings{Aich_2019_CVPR_Workshops,
author = {Aich, Shubhra and Stavness, Ian},
title = {Global Sum Pooling: A Generalization Trick for Object Counting with Small Datasets of Large Images},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Style Augmentation: Data Augmentation via Style Randomization
Philip T. Jackson,
Amir Atapour-Abarghouei,
Stephen Bonner,
Toby P. Breckon,
Boguslaw Obara
[pdf]
[bibtex]
@InProceedings{Jackson_2019_CVPR_Workshops,
author = {Jackson, Philip T. and Atapour-Abarghouei, Amir and Bonner, Stephen and Breckon, Toby P. and Obara, Boguslaw},
title = {Style Augmentation: Data Augmentation via Style Randomization},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Budget-aware Semi-Supervised Semantic and Instance Segmentation
Miriam Bellver,
Amaia Salvador,
Jordi Torrres,
Xavier Giro-i-Nieto
[pdf]
[bibtex]
@InProceedings{Bellver_2019_CVPR_Workshops,
author = {Bellver, Miriam and Salvador, Amaia and Torrres, Jordi and Giro-i-Nieto, Xavier},
title = {Budget-aware Semi-Supervised Semantic and Instance Segmentation},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

SANE: Towards Improved Prediction Robustness via Stochastically Activated Network Ensembles
Ibrahim Ben Daya,
Mohammad Javad Shafiee,
Michelle Karg
[pdf]
[bibtex]
@InProceedings{Daya_2019_CVPR_Workshops,
author = {Ben Daya, Ibrahim and Javad Shafiee, Mohammad and Karg, Michelle},
title = {SANE: Towards Improved Prediction Robustness via Stochastically Activated Network Ensembles},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Unsupervised Learning of Paired Style Statistics for Unpaired Image Translation
Saeid Motiian,
Quinn Jones,
Stanislav Pidhorskyi,
Gianfranco Doretto
[pdf]
[bibtex]
@InProceedings{Motiian_2019_CVPR_Workshops,
author = {Motiian, Saeid and Jones, Quinn and Pidhorskyi, Stanislav and Doretto, Gianfranco},
title = {Unsupervised Learning of Paired Style Statistics for Unpaired Image Translation},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Automatic Labeling of Data for Transfer Learning
Parijat Dube,
Bishwaranjan Bhattacharjee,
Siyu Huo,
Patrick Watson,
Brian Belgodere
[pdf]
[bibtex]
@InProceedings{Dube_2019_CVPR_Workshops,
author = {Dube, Parijat and Bhattacharjee, Bishwaranjan and Huo, Siyu and Watson, Patrick and Belgodere, Brian},
title = {Automatic Labeling of Data for Transfer Learning},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}