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 = {Proceedings of the IEEE/CVF 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 = {Proceedings of the IEEE/CVF 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 = {Proceedings of the IEEE/CVF 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 = {Proceedings of the IEEE/CVF 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 = {Proceedings of the IEEE/CVF 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 = {Proceedings of the IEEE/CVF 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 = {Proceedings of the IEEE/CVF 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 = {Proceedings of the IEEE/CVF 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 = {Proceedings of the IEEE/CVF 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 = {Proceedings of the IEEE/CVF 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 = {Proceedings of the IEEE/CVF 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 = {Proceedings of the IEEE/CVF 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 = {Proceedings of the IEEE/CVF 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 = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}