Sotabase

Career

· Professor of Electrical Engineering, McGill University2001–
· Research Assistant, McGill University2000–2001
· Postdoctoral Researcher, Montreal Neurological Hospital2000–2001
· PhD in Electrical and Computer Engineering, McGill University1995–2000
· Master's Degree in Electrical Engineering, McGill University1992–1995
· Bachelor's Degree in Electrical Engineering, McGill University1988–1992

Publications (383)

The Multimodal Brain Tumor Image Segmentation Benchmark (BRATS)
IEEE Transactions on Medical Imaging · 2015
5,762
cited
Identifying the Best Machine Learning Algorithms for Brain Tumor Segmentation, Progression Assessment, and Overall Survival Prediction in the BRATS Challenge
arXiv.org · 2018
1,884
cited
Medical SAM Adapter: Adapting Segment Anything Model for Medical Image Segmentation
Medical Image Analysis · 2023
766
cited
Evaluation of Registration Methods on Thoracic CT: The EMPIRE10 Challenge
IEEE Transactions on Medical Imaging · 2011
484
cited
Exploring Uncertainty Measures in Deep Networks for Multiple Sclerosis Lesion Detection and Segmentation
International Conference on Medical Image Computing and Computer-Assisted Intervention · 2018
479
cited
Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support
Lecture Notes in Computer Science · 2017
426
cited
Metrics reloaded: recommendations for image analysis validation
Nature Methods · 2022
347
cited
Why rankings of biomedical image analysis competitions should be interpreted with care
Nature Communications · 2018
340
cited
Evaluating intensity normalization on MRIs of human brain with multiple sclerosis
Medical Image Anal. · 2011
182
cited
Accounting for Variance in Machine Learning Benchmarks
Conference on Machine Learning and Systems · 2021
178
cited
Common Limitations of Image Processing Metrics: A Picture Story
arXiv.org · 2021
177
cited
Evaluating White Matter Lesion Segmentations with Refined Sørensen-Dice Analysis
Scientific Reports · 2020
165
cited
Understanding metric-related pitfalls in image analysis validation
Nature Methods · 2023
149
cited
BIAS: Transparent reporting of biomedical image analysis challenges
Medical Image Analysis · 2019
128
cited
Detection, Localization, and Sex Classification of Faces from Arbitrary Viewpoints and under Occlusion
IEEE Transactions on Pattern Analysis and Machine Intelligence · 2009
116
cited
Feature-based morphometry: Discovering group-related anatomical patterns
NeuroImage · 2010
114
cited
Intravascular Imaging and Computer Assisted Stenting, and Large-Scale Annotation of Biomedical Data and Expert Label Synthesis
Lecture Notes in Computer Science · 2017
112
cited
Evaluation of state-of-the-art segmentation algorithms for left ventricle infarct from late Gadolinium enhancement MR images
Medical Image Anal. · 2016
107
cited
Metrics reloaded: Pitfalls and recommendations for image analysis validation
arXiv.org · 2022
107
cited
Viewpoint selection by navigation through entropy maps
Proceedings of the Seventh IEEE International Conference on Computer Vision · 1999
98
cited
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