R25 Section 5 - General Imaging R25 VOICE
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- Cursos
Papers discussed in this Section 5 Podcast:
Andre Esteva, Brett Kuprel, Roberto A. Novoa, Justin Ko, Susan M. Swetter, Helen M. Blau & Sebastian Thrun. Dermatologist-level classification of skin cancer with deep neural networks. Nature 542, 115–118 (02 February 2017) doi:10.1038/nature21056Gulshan V, Peng L, Coram M, Stumpe MC, Wu D, Narayanaswamy A, Venugopalan S, Widner K, Madams T, Cuadros J, Kim R, Raman R, Nelson PC, Mega JL, Webster DR. Development and Validation of a Deep Learning Algorithm for Detection of Diabetic Retinopathy in Retinal Fundus Photographs. JAMA. 2016;316(22):2402–2410. doi:10.1001/jama.2016.17216Pranav Rajpurkar, Jeremy Irvin, Kaylie Zhu, Brandon Yang, Hershel Mehta, Tony Duan, Daisy Ding, Aarti Bagul, Curtis Langlotz, Katie Shpanskaya, Matthew P. Lungren, Andrew Y. Ng. CheXNet: Radiologist-Level Pneumonia Detection on Chest X-Rays with Deep Learning. arXiv:1711.05225Podcast Contents
Why These Papers?Dermatology PaperConceptsInception v3Pretrainingt-SNEComparison to humansCombining clinical data with imagingCheXnetConceptsDensenetPretrainingHorizontal flippingClass Activation MappingsImplications of downscalingRetinopathy PaperHuman ComparisonDifferent CamerasConceptsPretrainingMultitask -single network, multiple outputsEarly stopping criteriaEnsembleLearning CurvesWhat is the Model Learning?
Papers discussed in this Section 5 Podcast:
Andre Esteva, Brett Kuprel, Roberto A. Novoa, Justin Ko, Susan M. Swetter, Helen M. Blau & Sebastian Thrun. Dermatologist-level classification of skin cancer with deep neural networks. Nature 542, 115–118 (02 February 2017) doi:10.1038/nature21056Gulshan V, Peng L, Coram M, Stumpe MC, Wu D, Narayanaswamy A, Venugopalan S, Widner K, Madams T, Cuadros J, Kim R, Raman R, Nelson PC, Mega JL, Webster DR. Development and Validation of a Deep Learning Algorithm for Detection of Diabetic Retinopathy in Retinal Fundus Photographs. JAMA. 2016;316(22):2402–2410. doi:10.1001/jama.2016.17216Pranav Rajpurkar, Jeremy Irvin, Kaylie Zhu, Brandon Yang, Hershel Mehta, Tony Duan, Daisy Ding, Aarti Bagul, Curtis Langlotz, Katie Shpanskaya, Matthew P. Lungren, Andrew Y. Ng. CheXNet: Radiologist-Level Pneumonia Detection on Chest X-Rays with Deep Learning. arXiv:1711.05225Podcast Contents
Why These Papers?Dermatology PaperConceptsInception v3Pretrainingt-SNEComparison to humansCombining clinical data with imagingCheXnetConceptsDensenetPretrainingHorizontal flippingClass Activation MappingsImplications of downscalingRetinopathy PaperHuman ComparisonDifferent CamerasConceptsPretrainingMultitask -single network, multiple outputsEarly stopping criteriaEnsembleLearning CurvesWhat is the Model Learning?