English
norskBlar i forfatter "Hammou, Malek"
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Automatic thumbnail selection for soccer videos using machine learning
(Chapter; Bokkapittel, 2022-08-05)Thumbnail selection is a very important aspect of online sport video presentation, as thumbnails capture the essence of important events, engage viewers, and make video clips attractive to watch. Traditional solutions in the soccer domain for presenting highlight clips of important events such as goals, substitutions, and cards rely on the manual or static selection of thumbnails. However, such ... -
On evaluation metrics for medical applications of artificial intelligence
(Journal article; Tidsskriftartikkel; Peer reviewed, 2022-04-08)Clinicians and software developers need to understand how proposed machine learning (ML) models could improve patient care. No single metric captures all the desirable properties of a model, which is why several metrics are typically reported to summarize a model’s performance. Unfortunately, these measures are not easily understandable by many clinicians. Moreover, comparison of models across studies ... -
Visual explanations for polyp detection: How medical doctors assess intrinsic versus extrinsic explanations
(Journal article; Tidsskriftartikkel; Peer reviewed, 2024-05-31)Deep learning has achieved immense success in computer vision and has the potential to help physicians analyze visual content for disease and other abnormalities. However, the current state of deep learning is very much a black box, making medical professionals skeptical about integrating these methods into clinical practice. Several methods have been proposed to shed some light on these black ...
