Steven McDonagh
Scholar

Steven McDonagh

Google Scholar ID: k8-q2AoAAAAJ
Senior Lecturer, University of Edinburgh
Artificial IntelligenceComputer VisionBiomedical Imaging
Citations & Impact
All-time
Citations
14,373
 
H-index
24
 
i10-index
35
 
Publications
20
 
Co-authors
10
list available
Resume (English only)
Academic Achievements
  • Learning to Name Classes for Vision and Language Models, CVPR 2023
  • Spread Flows for Manifold Modelling, AISTATS 2023
  • Content-Diverse Comparisons improve IQA, BMVC 2022
  • Residual Contrastive Learning for Image Reconstruction: Learning Transferable Representations from Noisy Images, IJCAI 2022
  • CroMo: Cross-Modal Learning for Monocular Depth Estimation, CVPR 2022
  • On the Out-of-distribution Generalization of Probabilistic Image Modelling, NeurIPS 2021
  • A Multi-Hypothesis Approach to Color Constancy, CVPR 2020
  • Formulating Camera-Adaptive Color Constancy as a Few-shot Meta-Learning Problem, ICCVW 2019
  • SteReFo: Efficient Image Refocusing with Stereo Vision, ICCVW 2019
  • Attention U-Net: Learning Where to Look for the Pancreas, MIDL 2018
  • Context-Sensitive Super-Resolution for Fast Fetal Magnetic Resonance Imaging, MICCAI 2018
Background
  • Currently a Senior Lecturer at the University of Edinburgh, working on Computer Vision and Machine Learning problems. Recent research directions include multi-modal, multi-task learning, and medical imaging applications.
Miscellany
  • Interests include mountain climbing, running, and cycling.