Concepedia

Predicting meningioma grades and pathologic marker expression via deep learning

Jiawei Chen, Yanping Xue, Leihao Ren, Kun Lv, Peng Du, Haixia Cheng, Shuchen Sun, Lingyang Hua, Qing Xie, Ruiqi Wu,

European Radiology · 2023 · 29 citations · 37 references

Concepts

MedicineNeurosciencePathologyHistologyMolecular PathologyNeuropathologyBiomarkers In PathologyDeep LearningDisease SubtypingTranslational BiomarkersTumor GradingTumor MarkersDeep Learning DetectionDeep Learning-based Lesion ClassificationGrade Prediction ModelsMarker Expression PatternsMarker Gene ExpressionMeningioma PathologyMeningioma Recurrence

References

37

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

Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization

International Journal of Computer Vision · 2019 · 5.6K citations · Full text

Computing, Computer Science, Computer Vision +16

CBTRUS Statistical Report: Primary Brain and Other Central Nervous System Tumors Diagnosed in the United States in 2014–2018

Quinn T. Ostrom, Gino Cioffi, Kristin Waite et al. · Neuro-Oncology · 2021 · 2.6K citations · Full text

Medicine, Neurology, Oncology +15

Deep learning for digital pathology image analysis: A comprehensive tutorial with selected use cases

Andrew Janowczyk, Anant Madabhushi · Journal of Pathology Informatics · 2016 · 1.3K citations · Full text

Computing, Pathology, Anatomic Pathology +16

TorchIO: A Python library for efficient loading, preprocessing, augmentation and patch-based sampling of medical images in deep learning

Fernando Pérez‐García, Rachel Sparks, Sébastien Ourselin · Computer Methods and Programs in Biomedicine · 2021 · 595 citations · Full text

Computing, Computer Science, Radiology +12