Manuel Dahnert

Machine Learning Engineer at NavVis

Munich, Bavaria, Germany
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Summary

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Senior
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Top School
Manuel Dahnert is a machine learning engineer in Munich with nine years of experience bridging academic research and production ML, now building ML systems at NavVis after a PhD in Visual Computing at TUM. His research produced high-impact work on 3D scene understanding and CAD–scan alignment (CVPR/ICCV/NeurIPS) and he taught large-scale deep learning courses reaching thousands of students. Comfortable across geometry, vision and generative 3D methods, he combines rigorous publication-level research with practical engineering for real-world spatial perception products. A Stanford research visit and an interdisciplinary background in games engineering and interaction design give him an unusual blend of geometric rigor and user-centered thinking.
code9 years of coding experience
job2 years of employment as a software developer
bookDoctor of Philosophy - PhD Visual Computing, Doctor of Philosophy - PhD Visual Computing at Technical University of Munich
bookErasmus year Interaction Design & Technology Software Engineering, Erasmus year Interaction Design & Technology Software Engineering at Chalmers University of Technology
bookResearch Visitor Computer Science Geometric Computing Group, Research Visitor Computer Science Geometric Computing Group at Stanford University
languagesGerman, English, French, Swedish
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Github Skills (28)

synthetic10
segmentation10
blender10
3d-reconstruction10
computer-vision9
rendering9
pytorch9
python9
computer-graphics9
synthetic-data9
deep-learning8
cad8
3d8
pose-estimation8
3d-graphics8

Programming languages (3)

C++Jupyter NotebookPython

Github contributions (5)

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Official implementation of the NeurIPS 2021 paper "Panoptic 3D Scene Reconstruction from a Single RGB Image"
Contributions:46 commits, 1 PR, 27 pushes in 11 months
3dneurips-2021computer-visiondeep-learningpython
xheon/JointEmbedding

Mar 2020 - Jan 2022

[ICCV'19] Joint Embedding of 3D Scan and CAD Objects
Contributions:13 commits, 1 PR, 3 pushes in 1 year 10 months
3dcad
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