ISIC Skin Image Analysis Workshop


A Customized Camera Imaging Pipeline for Dermatological Imaging
Hakki Can Karaimer,
Iman Khodadad,
Farnoud Kazemzadeh,
Michael S. Brown
[pdf]
[bibtex]
@InProceedings{Karaimer_2019_CVPR_Workshops,
author = {Can Karaimer, Hakki and Khodadad, Iman and Kazemzadeh, Farnoud and Brown, Michael S.},
title = {A Customized Camera Imaging Pipeline for Dermatological Imaging},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Towards Automated Melanoma Detection With Deep Learning: Data Purification and Augmentation
Devansh Bisla,
Anna Choromanska,
Russell S. Berman,
Jennifer A. Stein,
David Polsky
[pdf] [supp]
[bibtex]
@InProceedings{Bisla_2019_CVPR_Workshops,
author = {Bisla, Devansh and Choromanska, Anna and Berman, Russell S. and Stein, Jennifer A. and Polsky, David},
title = {Towards Automated Melanoma Detection With Deep Learning: Data Purification and Augmentation},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Interpreting Fine-Grained Dermatological Classification by Deep Learning
Sourav Mishra,
Hideaki Imaizumi,
Toshihiko Yamasaki
[pdf]
[bibtex]
@InProceedings{Mishra_2019_CVPR_Workshops,
author = {Mishra, Sourav and Imaizumi, Hideaki and Yamasaki, Toshihiko},
title = {Interpreting Fine-Grained Dermatological Classification by Deep Learning},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Segmentation of Prognostic Tissue Structures in Cutaneous Melanoma Using Whole Slide Images
Adon Phillips,
Iris Teo,
Jochen Lang
[pdf]
[bibtex]
@InProceedings{Phillips_2019_CVPR_Workshops,
author = {Phillips, Adon and Teo, Iris and Lang, Jochen},
title = {Segmentation of Prognostic Tissue Structures in Cutaneous Melanoma Using Whole Slide Images},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Melanoma Thickness Prediction Based on Convolutional Neural Network With VGG-19 Model Transfer Learning
Joanna Jaworek-Korjakowska,
Pawel Kleczek,
Marek Gorgon
[pdf]
[bibtex]
@InProceedings{Jaworek-Korjakowska_2019_CVPR_Workshops,
author = {Jaworek-Korjakowska, Joanna and Kleczek, Pawel and Gorgon, Marek},
title = {Melanoma Thickness Prediction Based on Convolutional Neural Network With VGG-19 Model Transfer Learning},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Deep Attention Model for the Hierarchical Diagnosis of Skin Lesions
Catarina Barata,
Jorge S. Marques,
M. Emre Celebi
[pdf]
[bibtex]
@InProceedings{Barata_2019_CVPR_Workshops,
author = {Barata, Catarina and Marques, Jorge S. and Emre Celebi, M.},
title = {Deep Attention Model for the Hierarchical Diagnosis of Skin Lesions},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

(De)Constructing Bias on Skin Lesion Datasets
Alceu Bissoto,
Michel Fornaciali,
Eduardo Valle,
Sandra Avila
[pdf]
[bibtex]
@InProceedings{Bissoto_2019_CVPR_Workshops,
author = {Bissoto, Alceu and Fornaciali, Michel and Valle, Eduardo and Avila, Sandra},
title = {(De)Constructing Bias on Skin Lesion Datasets},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Solo or Ensemble? Choosing a CNN Architecture for Melanoma Classification
Fabio Perez,
Sandra Avila,
Eduardo Valle
[pdf]
[bibtex]
@InProceedings{Perez_2019_CVPR_Workshops,
author = {Perez, Fabio and Avila, Sandra and Valle, Eduardo},
title = {Solo or Ensemble? Choosing a CNN Architecture for Melanoma Classification},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}