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20162026
most citedValidation, comparison, and combination of algorithms for automatic detection of pulmonary nodules in computed tomography images: the LUNA16 challenge

1.4k citations

Showing 2023Show all

5 papers · 1 filter

math.OC2023★ 20 cited

A structured L-BFGS method and its application to inverse problems

Florian Mannel, Hari Om Aggrawal, Jan Modersitzki

Many inverse problems are phrased as optimization problems in which the objective function is the sum of a data-fidelity term and a regularization. Often, the Hessian of the fideli…

cs.HC2023★ 55 cited

Digitization of Pathology Labs: A Review of Lessons Learned

Lars Ole Schwen, Tim-Rasmus Kiehl, Rita Carvalho +2

Pathology laboratories are increasingly using digital workflows. This has the potential of increasing lab efficiency, but the digitization process also involves major challenges. S…

cs.CV2023★ 8 cited

The NCI Imaging Data Commons as a platform for reproducible research in computational pathology

Daniela P. Schacherer, Markus D. Herrmann, David A. Clunie +7

Background and Objectives: Reproducibility is a major challenge in developing machine learning (ML)-based solutions in computational pathology (CompPath). The NCI Imaging Data Comm…

cs.CV2023★ 204 cited

Understanding metric-related pitfalls in image analysis validation

Annika Reinke, Minu D. Tizabi, Michael Baumgartner +75

Validation metrics are key for the reliable tracking of scientific progress and for bridging the current chasm between artificial intelligence (AI) research and its translation int…

cs.LG2023★ 24 cited

Improving the Timing Resolution of Positron Emission Tomography Detectors Using Boosted Learning -- A Residual Physics Approach

Stephan Naunheim, Yannick Kuhl, David Schug +2

Artificial intelligence (AI) is entering medical imaging, mainly enhancing image reconstruction. Nevertheless, improvements throughout the entire processing, from signal detection…