CVPR 2020 Open Access Repository

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] [video]
[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}
}