Skin Image Analysis


Illumination-Based Transformations Improve Skin Lesion Segmentation in Dermoscopic Images
Kumar Abhishek,
Ghassan Hamarneh,
Mark S. Drew
[pdf]
[bibtex]
@InProceedings{Abhishek_2020_CVPR_Workshops,
author = {Abhishek, Kumar and Hamarneh, Ghassan and Drew, Mark S.},
title = {Illumination-Based Transformations Improve Skin Lesion Segmentation in Dermoscopic Images},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Meta-DermDiagnosis: Few-Shot Skin Disease Identification Using Meta-Learning
Kushagra Mahajan,
Monika Sharma,
Lovekesh Vig
[pdf]
[bibtex]
@InProceedings{Mahajan_2020_CVPR_Workshops,
author = {Mahajan, Kushagra and Sharma, Monika and Vig, Lovekesh},
title = {Meta-DermDiagnosis: Few-Shot Skin Disease Identification Using Meta-Learning},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

On Out-of-Distribution Detection Algorithms With Deep Neural Skin Cancer Classifiers
Andre G. C. Pacheco,
Chandramouli S. Sastry,
Thomas Trappenberg,
Sageev Oore,
Renato A. Krohling
[pdf]
[bibtex]
@InProceedings{Pacheco_2020_CVPR_Workshops,
author = {Pacheco, Andre G. C. and Sastry, Chandramouli S. and Trappenberg, Thomas and Oore, Sageev and Krohling, Renato A.},
title = {On Out-of-Distribution Detection Algorithms With Deep Neural Skin Cancer Classifiers},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Interpreting Mechanisms of Prediction for Skin Cancer Diagnosis Using Multi-Task Learning
Davide Coppola,
Hwee Kuan Lee,
Cuntai Guan
[pdf] [supp]
[bibtex]
@InProceedings{Coppola_2020_CVPR_Workshops,
author = {Coppola, Davide and Lee, Hwee Kuan and Guan, Cuntai},
title = {Interpreting Mechanisms of Prediction for Skin Cancer Diagnosis Using Multi-Task Learning},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Agreement Between Saliency Maps and Human-Labeled Regions of Interest: Applications to Skin Disease Classification
Nalini Singh,
Kang Lee,
David Coz,
Christof Angermueller,
Susan Huang,
Aaron Loh,
Yuan Liu
[pdf]
[bibtex]
@InProceedings{Singh_2020_CVPR_Workshops,
author = {Singh, Nalini and Lee, Kang and Coz, David and Angermueller, Christof and Huang, Susan and Loh, Aaron and Liu, Yuan},
title = {Agreement Between Saliency Maps and Human-Labeled Regions of Interest: Applications to Skin Disease Classification},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Less Is More: Sample Selection and Label Conditioning Improve Skin Lesion Segmentation
Vinicius Ribeiro,
Sandra Avila,
Eduardo Valle
[pdf]
[bibtex]
@InProceedings{Ribeiro_2020_CVPR_Workshops,
author = {Ribeiro, Vinicius and Avila, Sandra and Valle, Eduardo},
title = {Less Is More: Sample Selection and Label Conditioning Improve Skin Lesion Segmentation},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Debiasing Skin Lesion Datasets and Models? Not So Fast
Alceu Bissoto,
Eduardo Valle,
Sandra Avila
[pdf]
[bibtex]
@InProceedings{Bissoto_2020_CVPR_Workshops,
author = {Bissoto, Alceu and Valle, Eduardo and Avila, Sandra},
title = {Debiasing Skin Lesion Datasets and Models? Not So Fast},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

How Important Is Each Dermoscopy Image?
Catarina Barata,
Carlos Santiago
[pdf]
[bibtex]
@InProceedings{Barata_2020_CVPR_Workshops,
author = {Barata, Catarina and Santiago, Carlos},
title = {How Important Is Each Dermoscopy Image?},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Uncertainty Estimation in Deep Neural Networks for Dermoscopic Image Classification
Marc Combalia,
Ferran Hueto,
Susana Puig,
Josep Malvehy,
Veronica Vilaplana
[pdf]
[bibtex]
@InProceedings{Combalia_2020_CVPR_Workshops,
author = {Combalia, Marc and Hueto, Ferran and Puig, Susana and Malvehy, Josep and Vilaplana, Veronica},
title = {Uncertainty Estimation in Deep Neural Networks for Dermoscopic Image Classification},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Learning a Meta-Ensemble Technique for Skin Lesion Classification and Novel Class Detection
Subhranil Bagchi,
Anurag Banerjee,
Deepti R. Bathula
[pdf]
[bibtex]
@InProceedings{Bagchi_2020_CVPR_Workshops,
author = {Bagchi, Subhranil and Banerjee, Anurag and Bathula, Deepti R.},
title = {Learning a Meta-Ensemble Technique for Skin Lesion Classification and Novel Class Detection},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}