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• W2023192713 abstract "State-of-the-art pedestrian detectors are capable of finding humans in images with reasonable accuracy. However, accurate object detectors such as Integral Channel Features (ICF) do not provide good reliability; they are unable to identify detections which they are less confident (or more uncertain) about. We apply existing methods for generating probabilistic measures from classifier scores (such as Piatt exponential scaling and Isotonic Regression) and compare these to Gaussian Process classifiers (GPCs), which can provide more informative predictive variance. GPCs are less accurate than ICF classifiers, but GPCs and Adaboost with Piatt scaling both provide improved reliability over existing methods." @default.
• W2023192713 created "2016-06-24" @default.
• W2023192713 creator A5019883457 @default.
• W2023192713 creator A5032395236 @default.
• W2023192713 creator A5061430082 @default.
• W2023192713 date "2014-09-01" @default.
• W2023192713 modified "2023-09-24" @default.
• W2023192713 title "Introspective classification for pedestrian detection" @default.
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• W2023192713 doi "https://doi.org/10.1109/sspd.2014.6943310" @default.
• W2023192713 hasPublicationYear "2014" @default.
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