Concepedia

Benchmarking weakly-supervised deep learning pipelines for whole slide classification in computational pathology

Narmin Ghaffari Laleh, Hannah Sophie Muti, Chiara Maria Lavinia Loeffler, Amelie Echle, Oliver Lester Saldanha, Faisal Mahmood, Ming Y. Lu, Christian Trautwein, Rupert Langer, Bastian Dislich,

Medical Image Analysis · 2022 · 173 citations · 55 references

Open access

Concepts

ComputingComputer SciencePathologyAnatomic PathologyMachine LearningSurgical PathologyComputer-aided DiagnosisDeep LearningMedical Image AnalysisMolecular Classification Of TumorsRepresentation LearningTumor ClassificationComputational PathologyDeep Learning-based Lesion ClassificationWeakly Supervised Image ClassificationWeakly Supervised Instance SegmentationWeakly Supervised LearningWeakly Supervised Tumor Detection

References

55

Comparing the Areas under Two or More Correlated Receiver Operating Characteristic Curves: A Nonparametric Approach

Elizabeth R. DeLong, David M. DeLong, Daniel L. Clarke‐Pearson · Biometrics · 1988 · 22.3K citations

Natural Sciences, Biostatistics, Diagnostic Assessment +16

Proceedings of IEEE Conference on Computer Vision and Pattern Recognition

1993 · 14.3K citations

Computing, Computer Engineering, Computer Science +16

Comprehensive molecular characterization of gastric adenocarcinoma

Adam J. Bass, Vésteinn Thórsson, David Van Den Berg et al. · Nature · 2014 · 6.5K citations · Full text

Medicine, Molecular Biology, Oncology +17

Diagnostic Assessment of Deep Learning Algorithms for Detection of Lymph Node Metastases in Women With Breast Cancer

Babak Ehteshami Bejnordi, Mitko Veta, Paul Johannes van Diest et al. · JAMA · 2017 · 3.3K citations · Full text

Medicine, Computer Science, Pathology +17

Comprehensive molecular characterization of urothelial bladder carcinoma

Zhenlin Ju · Nature · 2014 · 3.1K citations · Full text

Medicine, Molecular Biology, Oncology +17