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Alexander Hepburn

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An Interactive Human-Machine Learning Interface for Collecting and Learning from Complex Annotations

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Mar 28, 2024
Jonathan Erskine, Matt Clifford, Alexander Hepburn, Raúl Santos-Rodríguez

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Evaluating Perceptual Distances by Fitting Binomial Distributions to Two-Alternative Forced Choice Data

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Mar 15, 2024
Alexander Hepburn, Raul Santos-Rodriguez, Javier Portilla

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Data is Overrated: Perceptual Metrics Can Lead Learning in the Absence of Training Data

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Dec 06, 2023
Tashi Namgyal, Alexander Hepburn, Raul Santos-Rodriguez, Valero Laparra, Jesus Malo

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What You Hear Is What You See: Audio Quality Metrics From Image Quality Metrics

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May 19, 2023
Tashi Namgyal, Alexander Hepburn, Raul Santos-Rodriguez, Valero Laparra, Jesus Malo

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Disentangling the Link Between Image Statistics and Human Perception

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Mar 17, 2023
Alexander Hepburn, Valero Laparra, Raul Santos-Rodriguez, Jesús Malo

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Identification, explanation and clinical evaluation of hospital patient subtypes

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Jan 19, 2023
Enrico Werner, Jeffrey N. Clark, Ranjeet S. Bhamber, Michael Ambler, Christopher P. Bourdeaux, Alexander Hepburn, Christopher J. McWilliams, Raul Santos-Rodriguez

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What and How of Machine Learning Transparency: Building Bespoke Explainability Tools with Interoperable Algorithmic Components

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Sep 08, 2022
Kacper Sokol, Alexander Hepburn, Raul Santos-Rodriguez, Peter Flach

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FAT Forensics: A Python Toolbox for Implementing and Deploying Fairness, Accountability and Transparency Algorithms in Predictive Systems

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Sep 08, 2022
Kacper Sokol, Alexander Hepburn, Rafael Poyiadzi, Matthew Clifford, Raul Santos-Rodriguez, Peter Flach

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Sampling Based On Natural Image Statistics Improves Local Surrogate Explainers

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Aug 08, 2022
Ricardo Kleinlein, Alexander Hepburn, Raúl Santos-Rodríguez, Fernando Fernández-Martínez

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Orthonormal Convolutions for the Rotation Based Iterative Gaussianization

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Jun 08, 2022
Valero Laparra, Alexander Hepburn, J. Emmanuel Johnson, Jesús Malo

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