Concepedia

Deep learning-based classification of mesothelioma improves prediction of patient outcome

Pierre Courtiol, Charles Maussion, Matahi Moarii, Elodie Pronier, Samuel Pilcer, Meriem Sefta, Pierre Manceron, Sylvain Toldo, Mikhail Zaslavskiy, Nolwenn Le Stang,

Nature Medicine · 2019 · 552 citations · 28 references

Concepts

ComputingComputer ScienceOncologyMachine LearningTumor PathologyCancer DiagnosisComputer-aided DiagnosisDeep LearningMalignant NeoplasmsRepresentation LearningTumor ClassificationComputer-aided Tumor GradingDeep Learning-based ClassificationDeep Learning-based DiagnosisDeep Learning-based Lesion ClassificationPatient Outcome Prediction

References

28

Deep Residual Learning for Image Recognition

Kaiming He, Xiangyu Zhang, Shaoqing Ren et al. · 2016 · 222.1K citations · Full text

Computing, Computer Science, Computer Vision +11

ImageNet classification with deep convolutional neural networks

Alex Krizhevsky, Ilya Sutskever, Geoffrey E. Hinton · Communications of the ACM · 2017 · 75.7K citations · Full text

Computing, Computer Science, Computer Vision +12

2016 · 48.6K citations · Full text

Computing, Computer Science, Data Science +15

Dermatologist-level classification of skin cancer with deep neural networks

Andre Esteva, Brett Kuprel, Roberto A. Novoa et al. · Nature · 2017 · 13.8K citations · Full text

Computing, Computer Science, Dermatology +16

Classification and mutation prediction from non–small cell lung cancer histopathology images using deep learning

Nicolas Coudray, Paolo Ocampo, Theodore Sakellaropoulos et al. · Nature Medicine · 2018 · 2.9K citations · Full text

Medicine, Oncology, Pathology +14