Explainers in the Wild: Making Surrogate Explainers Robust to Distortions Through Perception
Hepburn, Alexander, Santos-Rodriguez, Raul
Published in 2021 IEEE International Conference on Image Processing (ICIP) (19.09.2021)
Published in 2021 IEEE International Conference on Image Processing (ICIP) (19.09.2021)
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Conference Proceeding
Explainable hierarchical clustering for patient subtyping and risk prediction
Werner, Enrico, Clark, Jeffrey N, Hepburn, Alexander, Bhamber, Ranjeet S, Ambler, Michael, Bourdeaux, Christopher P, McWilliams, Christopher J, Santos-Rodriguez, Raul
Published in Experimental biology and medicine (Maywood, N.J.) (01.12.2023)
Published in Experimental biology and medicine (Maywood, N.J.) (01.12.2023)
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Journal Article
Perceptnet: A Human Visual System Inspired Neural Network For Estimating Perceptual Distance
Hepburn, Alexander, Laparra, Valero, Malo, Jesus, McConville, Ryan, Santos-Rodriguez, Raul
Published in 2020 IEEE International Conference on Image Processing (ICIP) (01.10.2020)
Published in 2020 IEEE International Conference on Image Processing (ICIP) (01.10.2020)
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Conference Proceeding
Orthonormal Convolutions for the Rotation Based Iterative Gaussianization
Laparra, Valero, Hepburn, Alexander, Johnson, J. Emmanuel, Malo, Jesus
Published in 2022 IEEE International Conference on Image Processing (ICIP) (16.10.2022)
Published in 2022 IEEE International Conference on Image Processing (ICIP) (16.10.2022)
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Conference Proceeding
Enforcing perceptual consistency on Generative Adversarial Networks by using the Normalised Laplacian Pyramid Distance
Hepburn, Alexander, Laparra, Valero, McConville, Ryan, Santos-Rodriguez, Raul
Published in Proceedings of the Northern Lights Deep Learning Workshop (06.02.2020)
Published in Proceedings of the Northern Lights Deep Learning Workshop (06.02.2020)
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Journal Article
FAT Forensics: A Python Toolbox for Implementing and Deploying Fairness, Accountability and Transparency Algorithms in Predictive Systems
Sokol, Kacper, Hepburn, Alexander, Poyiadzi, Rafael, Clifford, Matthew, Santos-Rodriguez, Raul, Flach, Peter
Published in Journal of open source software (19.05.2020)
Published in Journal of open source software (19.05.2020)
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Journal Article
An Interactive Human-Machine Learning Interface for Collecting and Learning from Complex Annotations
Erskine, Jonathan, Clifford, Matt, Hepburn, Alexander, Santos-Rodríguez, Raúl
Published in arXiv.org (28.03.2024)
Published in arXiv.org (28.03.2024)
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Paper
Journal Article
Disentangling the Link Between Image Statistics and Human Perception
Hepburn, Alexander, Laparra, Valero, Santos-Rodriguez, Raul, Malo, Jesús
Published in ArXiv.org (17.03.2023)
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Published in ArXiv.org (17.03.2023)
Journal Article
Learning Confidence Bounds for Classification with Imbalanced Data
Clifford, Matt, Erskine, Jonathan, Hepburn, Alexander, Santos-Rodríguez, Raúl, Garcia-Garcia, Dario
Published in arXiv.org (16.07.2024)
Published in arXiv.org (16.07.2024)
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Paper
Journal Article
What and How of Machine Learning Transparency: Building Bespoke Explainability Tools with Interoperable Algorithmic Components
Sokol, Kacper, Hepburn, Alexander, Santos-Rodriguez, Raul, Flach, Peter
Published in arXiv.org (08.09.2022)
Published in arXiv.org (08.09.2022)
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Paper
Journal Article
Sampling Based On Natural Image Statistics Improves Local Surrogate Explainers
Kleinlein, Ricardo, Hepburn, Alexander, Santos-Rodríguez, Raúl, Fernández-Martínez, Fernando
Published in arXiv.org (08.08.2022)
Published in arXiv.org (08.08.2022)
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Paper
Journal Article
Data is Overrated: Perceptual Metrics Can Lead Learning in the Absence of Training Data
Namgyal, Tashi, Hepburn, Alexander, Santos-Rodriguez, Raul, Valero Laparra, Malo, Jesus
Published in arXiv.org (06.12.2023)
Published in arXiv.org (06.12.2023)
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Paper
Journal Article
Disentangling the Link Between Image Statistics and Human Perception
Hepburn, Alexander, Valero Laparra, Santos-Rodriguez, Raúl, Malo, Jesús
Published in arXiv.org (05.10.2023)
Published in arXiv.org (05.10.2023)
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Paper
Journal Article
What You Hear Is What You See: Audio Quality Metrics From Image Quality Metrics
Namgyal, Tashi, Hepburn, Alexander, Santos-Rodriguez, Raul, Valero Laparra, Malo, Jesus
Published in arXiv.org (30.08.2023)
Published in arXiv.org (30.08.2023)
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Paper
Journal Article