output
20032025
most citedMetrics reloaded: Recommendations for image analysis validation

469 citations

31 papers

cs.LG2025★ 7 cited

Pitfalls of Conformal Predictions for Medical Image Classification

Hendrik Mehrtens, Tabea Bucher, Titus J. Brinker

Reliable uncertainty estimation is one of the major challenges for medical classification tasks. While many approaches have been proposed, recently the statistical framework of con…

physics.med-ph2025

An ion treatment planning framework for inclusion of nanodosimetric ionization detail through cluster dose

Simona Facchiano, Ramon Ortiz, Remo Cristoforetti +4

Nanodosimetry relates Ionization Detail (ID) and ionization parameters (Ip) to biological endpoints relevant for charged-particle radiotherapy. This supports a more physics-based m…

cs.CV2025★ 4 cited

Advances in Automated Fetal Brain MRI Segmentation and Biometry: Insights from the FeTA 2024 Challenge

Vladyslav Zalevskyi, Thomas Sanchez, Misha Kaandorp +67

Accurate fetal brain tissue segmentation and biometric analysis are essential for studying brain development in utero. The FeTA Challenge 2024 advanced automated fetal brain MRI an…

physics.med-ph2025★ 19 cited

SynthRAD2025 Grand Challenge dataset: generating synthetic CTs for radiotherapy

Adrian Thummerer, Erik van der Bijl, Arthur Jr Galapon +16

Medical imaging is essential in modern radiotherapy, supporting diagnosis, treatment planning, and monitoring. Synthetic imaging, particularly synthetic computed tomography (sCT),…

cs.CV2025★ 16 cited

In the Picture: Medical Imaging Datasets, Artifacts, and their Living Review

Amelia Jiménez-Sánchez, Natalia-Rozalia Avlona, Sarah de Boer +26

Datasets play a critical role in medical imaging research, yet issues such as label quality, shortcuts, and metadata are often overlooked. This lack of attention may harm the gener…

cs.CV2024★ 3 cited

Cluster-based human-in-the-loop strategy for improving machine learning-based circulating tumor cell detection in liquid biopsy

Hümeyra Husseini-Wüsthoff, Sabine Riethdorf, Andreas Schneeweiss +5

Detection and differentiation of circulating tumor cells (CTCs) and non-CTCs in blood draws of cancer patients pose multiple challenges. While the gold standard relies on tedious m…