Out-of-Distribution Detection in Dermatology using Input Perturbation
and Subset Scanning

Out-of-Distribution Detection in Dermatology using Input Perturbation and Subset Scanning

24 May 2021

Skyler Speakman

Kush R. Varshney

Papers citing "Out-of-Distribution Detection in Dermatology using Input Perturbation and Subset Scanning"

12 / 12 papers shown

Title
Towards Fairness in AI for Melanoma Detection: Systemic Review and Recommendations Laura N. Montoya J. S. Roberts Belen Sanchez Hidalgo 67 0 0 19 Nov 2024
Out-of-distribution Detection in Medical Image Analysis: A survey Zesheng Hong Yubiao Yue Yubin Chen Lele Cong Huanjie Lin ... Jialong Xu Xiaoqi Yang Hechang Chen Zhenzhang Li Sihong Xie OOD 47 5 0 28 Apr 2024
Efficient Representation of the Activation Space in Deep Neural Networks Tanya Akumu C. Cintas G. Tadesse Adebayo Oshingbesan Skyler Speakman E. McFowland AAML 36 0 0 13 Dec 2023
Weakly Supervised Detection of Hallucinations in LLM Activations Miriam Rateike C. Cintas John Wamburu Tanya Akumu Skyler Speakman 33 11 0 05 Dec 2023
Skin Deep: Investigating Subjectivity in Skin Tone Annotations for Computer Vision Benchmark Datasets Teanna Barrett Quan Ze Chen Amy X. Zhang 44 13 0 15 May 2023
Domain-agnostic and Multi-level Evaluation of Generative Models G. Tadesse Jannis Born C. Cintas William Ogallo Dmitry Zubarev Matteo Manica Komminist Weldemariam ELM 37 1 0 20 Jan 2023
A Multi-Scale Framework for Out-of-Distribution Detection in Dermoscopic Images Zhongzheng Huang Tao Wang Yuanzheng Cai Lingyu Liang 27 0 0 18 Jan 2023
Out-of-Distribution Detection for Long-tailed and Fine-grained Skin Lesion Images Deval Mehta Y. Gal Adrian Bowling Paul Bonnington Zongyuan Ge OODD 27 13 0 30 Jun 2022
Model-free feature selection to facilitate automatic discovery of divergent subgroups in tabular data G. Tadesse William Ogallo C. Cintas Skyler Speakman 22 4 0 08 Mar 2022
Sparsity-based Feature Selection for Anomalous Subgroup Discovery G. Tadesse William Ogallo C. Wanjiru C. Wachira I. Mulang' V. Anand Aisha Walcott-Bryant Skyler Speakman 14 0 0 06 Jan 2022
Secure and Robust Machine Learning for Healthcare: A Survey A. Qayyum Junaid Qadir Muhammad Bilal Ala I. Al-Fuqaha AAML OOD 52 376 0 21 Jan 2020
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 287 9,167 0 06 Jun 2015