Research output per year
Research output per year
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Dive into the research topics where Alex Hepburn is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
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Research output
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On the relation between statistical learning and perceptual distances
Hepburn, A., Laparra, V., Santos-Rodriguez, R., Ballé, J. & Malo, J., 25 Apr 2022.Research output: Contribution to conference › Conference Paper › peer-review
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Orthonormal Convolutions for the Rotation Based Iterative Gaussianization
Laparra, V., Hepburn, A., Johnson, J. E. & Malo, J., 16 Oct 2022, p. 4018. 4022 p.Research output: Contribution to conference › Conference Paper › peer-review
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Sampling Based On Natural Image Statistics Improves Local Surrogate Explainers
Kleinlein, R., Hepburn, A., Santos-Rodriguez, R. & Fernández-Martínez, F., 21 Nov 2022.Research output: Contribution to conference › Conference Paper › peer-review
Activities
- 1 Participation in workshop, seminar, course
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What and How of Machine Learning Transparency
Kacper Sokol (Organiser), Alex Hepburn (Organiser), Raul Santos-Rodriguez (Organiser) & Peter A Flach (Organiser)
18 Sept 2020Activity: Participating in or organising an event types › Participation in workshop, seminar, course
Thesis
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On the Connection Between the Human Visual System and Machine Learning: Exploiting Perceptual Distances in Neural Networks
Author: Hepburn, A., 22 Mar 2022Supervisor: Santos-Rodriguez, R. (Supervisor), McConville, R. (Supervisor) & Laparra Perez-Muelas, V. (Supervisor)
Student thesis: Doctoral Thesis › Doctor of Philosophy (PhD)
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