693 citations
- University of TorontoCA24 papers
- University Health NetworkCA16 papers
- Vector InstituteCA8 papers
- Health NetUS4 papers
- University of WaterlooCA4 papers
- Broad InstituteUS3 papers
- Centre National de la Recherche ScientifiqueFR3 papers
- European Molecular Biology LaboratoryDE3 papers
- KU LeuvenBE3 papers
- Leiden University Medical CenterNL3 papers
- McGill UniversityCA3 papers
- Mila - Quebec Artificial Intelligence InstituteCA3 papers
28 papers
Geometric and Dosimetric Validation of Deformable Image Registration for Prostate MR-guided Adaptive Radiotherapy
Victor N. Malkov, Iymad R. Mansour, Vickie Kong +8
Objective: Quantify geometric and dosimetric accuracy of a novel prostate MR-to-MR deformable image registration (DIR) approach to support MR-guided adaptive radiation therapy dose…
The Multi-modality Cell Segmentation Challenge: Towards Universal Solutions
Jun Ma, Ronald Xie, Shamini Ayyadhury +37
Cell segmentation is a critical step for quantitative single-cell analysis in microscopy images. Existing cell segmentation methods are often tailored to specific modalities or req…
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…
Metrics reloaded: Recommendations for image analysis validation
Lena Maier-Hein, Annika Reinke, Patrick Godau +71
Increasing evidence shows that flaws in machine learning (ML) algorithm validation are an underestimated global problem. Particularly in automatic biomedical image analysis, chosen…
Modeling the impact of spatial oxygen heterogeneity on radiolytic oxygen depletion during FLASH radiotherapy
Edward Taylor, Richard P. Hill, Daniel Letourneau
It has been postulated that the delivery of radiotherapy at ultra-high dose rates ("FLASH") reduces normal tissue toxicities by depleting them of oxygen. The fraction of normal tis…
Information-theoretic multi-time-scale partially observable systems with inspiration from leukemia treatment
Margaret P. Chapman, Emily Jensen, Steven M. Chan +1
We study a partially observable nonlinear stochastic system with unknown parameters, where the given time scales of the states and measurements may be distinct. The proposed settin…