Don't Tear Your Hair Out: Analysis of the Impact of Skin Hair on the Diagnosis of Microscopic Skin Lesions

机译：不要撕掉你的头发：分析皮肤头发对微观皮肤病变的诊断

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Recent work on the classification of microscopic skin lesions does not consider how the presence of skin hair may affect diagnosis. In this work, we investigate how deep-learning models can handle a varying amount of skin hair during their predictions. We present an automated processing pipeline that tests the performance of the classification model. We conclude that, under realistic conditions, modern day classification models are robust to the presence of skin hair and we investigate three architectural choices (Resnet50, InceptionV3, Densenet121) that make them so.

机译：最近的微观皮肤病变分类的工作不考虑皮肤头发的存在可能会影响诊断。在这项工作中，我们研究了深度学习模型在预测期间如何处理不同数量的皮肤头发。我们提出了一种自动化处理管道，用于测试分类模型的性能。我们得出结论，在现实的条件下，现代的日期分类模型对皮肤头发的存在具有鲁棒，我们调查了制造它们的三个建筑选择（Reset50，Inceptionv3，DenSenet121）。

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《International Conference on Pattern Recognition Workshops》|2021年|406-416|共11页
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Alessio Gallucci; Dmitry Znamenskiy; Nicola Pezzotti; Milan Petkovic;
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Dermatology; Imaging; Hair detection; Skin lesion; Melanoma; Deep learning; Augmentations;

机译：皮肤科;成像;毛发检测;皮肤病变;黑色素瘤;深度学习;增强;

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1. How many hair follicles are innervated by one afferent axon? A confocal microscopic analysis of palisade endings in the auricular skin of thy1-YFP transgenic mouse [J] . Maasa Suzuki, Satomi Ebara, Taro Koike, Proceedings of the Japan Academy, Series A. Mathematical Sciences . 2012,第10期

机译：一个传入轴突支配多少个毛囊？ thy1-YFP转基因小鼠耳廓皮肤栅栏末端的共聚焦显微镜分析
2. How many hair follicles are innervated by one afferent axon? A confocal microscopic analysis of palisade endings in the auricular skin of thy1-YFP transgenic mouse [J] . Maasa SUZUKI, Satomi EBARA, Taro KOIKE, Proceedings of the Japan Academy, Series B. Physical and Biological Sciences . 2012,第10期

机译：一个传入轴突支配多少个毛囊？ thy1-YFP转基因小鼠耳廓皮肤栅栏末端的共聚焦显微镜分析
3. Analysis of human beta-papillomavirus and Merkel cell polyomavirus infection in skin lesions and eyebrow hair bulbs from a cohort of patients with chronic lymphocytic leukaemia [J] . Peretti A., Borgogna C., Rossi D., British Journal of Dermatology . 2014,第6期

机译：一组慢性淋巴细胞性白血病患者的皮肤病变和眉毛中人β-乳头瘤病毒和默克尔细胞多瘤病毒感染的分析
4. Skin lesion analysis system for melanoma detection with an effective hair segmentation method [C] . Supriya Joseph, Janu R Panicker 2016 International Conference on Information Science . 2016

机译：用有效的头发分割方法检测黑色素瘤的皮肤病变分析系统
5. The impact of hair texture and skin color among African American men and women during mate selection on the expression of risky sexual behaviors (Immune deficiency). [D] . Woodson, Kamilah Marie. 2002

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6. How many hair follicles are innervated by one afferent axon? A confocal microscopic analysis of palisade endings in the auricular skin of thy1-YFP transgenic mouse [O] . Maasa SUZUKI, Satomi EBARA, Taro KOIKE, 2012

机译：一个传入轴突支配多少个毛囊？ thy1-YFP转基因小鼠耳廓皮肤栅栏末端的共聚焦显微镜分析
7. Analysis of human β-papillomavirus and Merkel cell polyomavirus infection in skin lesions and eyebrow hair bulbs from a cohort of patients with chronic lymphocytic leukaemia [O] . A. Peretti, C. Borgogna, D. Rossi, 2014

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8. Manual for the Microscopic Diagnosis of Proliferative Liver and Skin Lesions in the Brown Bullhead (Ameiurus nebulosus) [R] . Blazer, V. S., Fournie, J. W., Wolf, J. C., 2007

机译：棕色顽固性（ameiurus nebulosus）增生性肝脏和皮肤病变的显微诊断手册

Don't Tear Your Hair Out: Analysis of the Impact of Skin Hair on the Diagnosis of Microscopic Skin Lesions

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