FastFill: Efficient Compatible Model Update

Autor: Jaeckle, Florian, Faghri, Fartash, Farhadi, Ali, Tuzel, Oncel, Pouransari, Hadi

In many retrieval systems the original high dimensional data (e.g., images) is mapped to a lower dimensional feature through a learned embedding model. The task of retrieving the most similar data from a gallery set to a given query data is performed

Externí odkaz: http://arxiv.org/abs/2303.04766

Generating Adversarial Examples with Graph Neural Networks

Autor: Jaeckle, Florian, Kumar, M. Pawan

Recent years have witnessed the deployment of adversarial attacks to evaluate the robustness of Neural Networks. Past work in this field has relied on traditional optimization algorithms that ignore the inherent structure of the problem and data, or

Externí odkaz: http://arxiv.org/abs/2105.14644

CD, or not CD, that is the question: a digital interobserver agreement study in coeliac disease.

Autor: Denholm J; Department of Pathology, University of Cambridge, Cambridge, UK.; Department of Applied Mathematics and Theoretical Physics, University of Cambridge, Cambridge, UK.; Lyzeum Ltd, Cambridge, UK., Schreiber BA; Department of Pathology, University of Cambridge, Cambridge, UK.; Department of Applied Mathematics and Theoretical Physics, University of Cambridge, Cambridge, UK., Jaeckle F; Department of Pathology, University of Cambridge, Cambridge, UK florian.jaeckle@gmail.com.; Lyzeum Ltd, Cambridge, UK., Wicks MN; Department of Pathology, The University of Edinburgh College of Medicine and Veterinary Medicine, Edinburgh, UK., Benbow EW; Division of Medical Education, The University of Manchester, Manchester, UK.; Department of Histopathology, Manchester University NHS Foundation Trust, Manchester, UK., Bracey TS; Department of Diagnostic and Molecular Pathology, Royal Cornwall Hospitals NHS Trust, Truro, UK.; University Hospitals Plymouth NHS Trust, Plymouth, UK., Chan JYH; Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK., Farkas L; Department of Pathology, Akershus University Hospital, Nordbyhagen, Norway.; Institute of Clinical Medicine, University of Oslo, Nordbyhagen, Norway., Fryer E; Department of Cellular Pathology, Oxford University Hospitals NHS foundation Trust, Oxford, UK., Gopalakrishnan K; Department of Histopathology, University Hospitals Coventry and Warwickshire NHS Trust, Coventry, UK., Hughes CA; Department of Cellular Pathology, Oxford University Hospitals NHS foundation Trust, Oxford, UK., Kirkwood KJ; Department of Pathology, Western General Hospital, Edinburgh, UK., Langman G; Department of Cellular Pathology, Heartlands Hospital, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK., Mahler-Araujo B; Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK.; MRC Institute of Metabolic Science, Wellcome Trust, Cambridge, UK., McMahon RFT; Division of Medical Education, The University of Manchester, Manchester, UK.; Department of Histopathology, Manchester University NHS Foundation Trust, Manchester, UK., Myint KW; Department of Pathology, Queen Elizabeth University Hospital, Glasgow, UK., Natu S; University Hospital of North Tees, North Tees and Hartlepool NHS Foundation Trust, Stockton on Tees, UK., Robinson A; Department of Histopathology, University Hospitals Coventry and Warwickshire NHS Trust, Coventry, UK., Sanduka A; Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK., Sheppard KA; Department of Cellular Pathology, Oxford University Hospitals NHS foundation Trust, Oxford, UK., Tsang YW; Department of Histopathology, University Hospitals Coventry and Warwickshire NHS Trust, Coventry, UK., Arends MJ; Division of Pathology, University of Edinburgh, Edinburgh, UK., Soilleux EJ; Department of Pathology, University of Cambridge, Cambridge, UK.; Lyzeum Ltd, Cambridge, UK.

Publikováno v: BMJ open gastroenterology [BMJ Open Gastroenterol] 2024 Feb 01; Vol. 11 (1). Date of Electronic Publication: 2024 Feb 01.