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Aaron Jackson

Research Associate, Faculty of Science

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Biography

I am a research associate in the Computer Vision Laboratory. My research focuses on deep learning based methods for plant phenotyping. During my PhD, my work primarily focused on a deeply learnt volumetric 3D reconstruction method for deformable objects, such as faces and humans.

Recent Publications

  • JACKSON, AARON S, MANAFAS, CHRIS and TZIMIROPOULOS, GEORGIOS, 2018. 3D Human Body Reconstruction from a Single Image via Volumetric Regression In: Proceedings of ECCV 2018 Workshops, PeopleCap.
  • KUNCHEVA, LUDMILA I, RODRÍGUEZ, JUAN J and JACKSON, AARON S, 2017. Restricted set classification: Who is there? Pattern Recognition. 63, 158-170
  • JACKSON, AARON S., BULAT, ADRIAN, ARGYRIOU, VASILEIOS and TZIMIROPOULOS, GEORGIOS, 2017. Large Pose 3D Face Reconstruction from a Single Image via Direct Volumetric CNN Regression In: International Conference on Computer Vision.
  • POUND, MICHAEL P, ATKINSON, JONATHAN A, TOWNSEND, ALEXANDRA J, WILSON, MICHAEL H, GRIFFITHS, MARCUS, JACKSON, AARON S, BULAT, ADRIAN, TZIMIROPOULOS, GEORGIOS, WELLS, DARREN M, MURCHIE, ERIK H and OTHERS, 2017. Deep Machine Learning provides state-of-the-art performance in image-based plant phenotyping GigaScience.
  • JACKSON, AARON S, MANAFAS, CHRIS and TZIMIROPOULOS, GEORGIOS, 2018. 3D Human Body Reconstruction from a Single Image via Volumetric Regression In: Proceedings of ECCV 2018 Workshops, PeopleCap.
  • KUNCHEVA, LUDMILA I, RODRÍGUEZ, JUAN J and JACKSON, AARON S, 2017. Restricted set classification: Who is there? Pattern Recognition. 63, 158-170
  • JACKSON, AARON S., BULAT, ADRIAN, ARGYRIOU, VASILEIOS and TZIMIROPOULOS, GEORGIOS, 2017. Large Pose 3D Face Reconstruction from a Single Image via Direct Volumetric CNN Regression In: International Conference on Computer Vision.
  • POUND, MICHAEL P, ATKINSON, JONATHAN A, TOWNSEND, ALEXANDRA J, WILSON, MICHAEL H, GRIFFITHS, MARCUS, JACKSON, AARON S, BULAT, ADRIAN, TZIMIROPOULOS, GEORGIOS, WELLS, DARREN M, MURCHIE, ERIK H and OTHERS, 2017. Deep Machine Learning provides state-of-the-art performance in image-based plant phenotyping GigaScience.
  • JACKSON, AS, VALSTAR, M and TZIMIROPOULOS, G, 2016. A CNN Cascade for Landmark Guided Semantic Part Segmentation In: Proceedings of ECCV 2016 Workshops, Geometry Meets Deep Learning (GMDL).
  • KUNCHEVA, LUDMILA I and JACKSON, AARON S, 2014. Who Is Missing? A New Pattern Recognition Puzzle In: Joint IAPR International Workshops on Statistical Techniques in Pattern Recognition (SPR) and Structural and Syntactic Pattern Recognition (SSPR). 243-252

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