Fredrik Gustafsson
Postdoctoral Research Assistant at University of Oxford
Oxford, England, United Kingdom
Summary
👤
Senior🎓
Top SchoolFredrik Gustafsson is a machine learning researcher and engineer with a decade of experience applying deep learning to healthcare and computer vision problems, currently a postdoctoral research assistant at the University of Oxford. He holds a PhD focused on accurate and reliable deep regression models and has bridged academia and industry through roles at Karolinska Institutet, Facebook Reality Labs, and automotive-focused internships developing perception systems. His work blends rigorous methodological research with practical system-building—ranging from LiDAR- and image-based 3D detection to clinical ML—guided by supervisors and collaborators across top institutions. Based in Oxford but with a strong Swedish academic and industry background, he maintains a public portfolio of publications and talks that emphasize reproducibility and robustness in medical AI. An undervalued thread in his profile is hands-on deployment experience from prototype platforms (including embedded-scale demos) that inform his research on trustworthy models.
10 years of coding experience
2 years of employment as a software developer
Graduate Exchange Student Electrical Engineering, Graduate Exchange Student Electrical Engineering at Stanford UniversityVolvo Aeroprogrammet, Volvo Aeroprogrammet at Nils EricsonsgymnasietMaster of Science (MSc) Electrical Engineering, Master of Science (MSc) Electrical Engineering at Linköping UniversityDoctor of Philosophy (PhD) Machine Learning, Doctor of Philosophy (PhD) Machine Learning at Uppsala University
Swedish, English
Github Skills (22)
pytorch10
evaluation10
semantic-segmentation10
machine-learning10
3d-object-detection10
bayesian-deep-learning10
bayesian10
deep-learning10
kitti-dataset10
object-detection10
kitti10
computer-vision10
autonomous-driving10
energy9
lidar9
Programming languages (3)
Github contributions (5)
fregu856/deeplabv3
Sep 2018 - Nov 2018
PyTorch implementation of DeepLabV3, trained on the Cityscapes dataset.
Contributions:57 commits, 1 PR, 80 pushes in 1 month
pytorchsemantic-segmentationdeep-learningdatasetcomputer-vision
fregu856/ebms_regression
May 2020 - Aug 2020
Contributions:107 commits, 100 pushes, 1 branch in 3 months
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