Skin Imaging Collaboration on Skin Image Analysis

D-LEMA: Deep Learning Ensembles From Multiple Annotations - Application to Skin Lesion Segmentation

Zahra Mirikharaji,

Kumar Abhishek,

Saeed Izadi,

Ghassan Hamarneh

[pdf]

[bibtex]

@InProceedings{Mirikharaji_2021_CVPR, author = {Mirikharaji, Zahra and Abhishek, Kumar and Izadi, Saeed and Hamarneh, Ghassan}, title = {D-LEMA: Deep Learning Ensembles From Multiple Annotations - Application to Skin Lesion Segmentation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1837-1846} }

Can Self-Training Identify Suspicious Ugly Duckling Lesions?

Mohammadreza Mohseni,

Jordan Yap,

William Yolland,

Arash Koochek,

Stella Atkins

[pdf] [arXiv]

[bibtex]

@InProceedings{Mohseni_2021_CVPR, author = {Mohseni, Mohammadreza and Yap, Jordan and Yolland, William and Koochek, Arash and Atkins, Stella}, title = {Can Self-Training Identify Suspicious Ugly Duckling Lesions?}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1829-1836} }

GAN-Based Data Augmentation and Anonymization for Skin-Lesion Analysis: A Critical Review

Alceu Bissoto,

Eduardo Valle,

Sandra Avila

[pdf] [arXiv]

[bibtex]

@InProceedings{Bissoto_2021_CVPR, author = {Bissoto, Alceu and Valle, Eduardo and Avila, Sandra}, title = {GAN-Based Data Augmentation and Anonymization for Skin-Lesion Analysis: A Critical Review}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1847-1856} }

Conditional Dependence Tests Reveal the Usage of ABCD Rule Features and Bias Variables in Automatic Skin Lesion Classification

Christian Reimers,

Niklas Penzel,

Paul Bodesheim,

Jakob Runge,

Joachim Denzler

[pdf] [supp]

[bibtex]

@InProceedings{Reimers_2021_CVPR, author = {Reimers, Christian and Penzel, Niklas and Bodesheim, Paul and Runge, Jakob and Denzler, Joachim}, title = {Conditional Dependence Tests Reveal the Usage of ABCD Rule Features and Bias Variables in Automatic Skin Lesion Classification}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1810-1819} }

Evaluating Deep Neural Networks Trained on Clinical Images in Dermatology With the Fitzpatrick 17k Dataset

Matthew Groh,

Caleb Harris,

Luis Soenksen,

Felix Lau,

Rachel Han,

Aerin Kim,

Arash Koochek,

Omar Badri

[pdf] [arXiv]

[bibtex]

@InProceedings{Groh_2021_CVPR, author = {Groh, Matthew and Harris, Caleb and Soenksen, Luis and Lau, Felix and Han, Rachel and Kim, Aerin and Koochek, Arash and Badri, Omar}, title = {Evaluating Deep Neural Networks Trained on Clinical Images in Dermatology With the Fitzpatrick 17k Dataset}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1820-1828} }

Towards Domain-Specific Explainable AI: Model Interpretation of a Skin Image Classifier Using a Human Approach

Fabian Stieler,

Fabian Rabe,

Bernhard Bauer

[pdf]

[bibtex]

@InProceedings{Stieler_2021_CVPR, author = {Stieler, Fabian and Rabe, Fabian and Bauer, Bernhard}, title = {Towards Domain-Specific Explainable AI: Model Interpretation of a Skin Image Classifier Using a Human Approach}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1802-1809} }