Christoph Angermann

Passionate DL enthusiast & Canvanaut

Find me on LinkedIn

ch@risto.ph

Hello everyone. I'm an ambitious deep learning researcher with a huge passion for generative AI, working as an applied scientist at Canva, where we set crazy big goals and make them happen!

Expertise and interests:

• machine learning
• deep learning
• generative AI
• Bayesian networks
• image and signal processing
• computer vision
• medical imaging
• (self-)supervised learning
• uncertainty quantification
• predictive modeling
• data mining

I like to spend my free time in the mountains and, as befits a typical Austrian, on skis.This is also the reason why I mostly work remotely from a small town called Sonnenstadt Lienz in the heart of the Alps. Furthermore, I am an enthusiastic brass musician.

Curriculum vitae

• CV (August 2023)

Publications (First Author)

• Projection-Based 2.5D U-net Architecture for Fast Volumetric Segmentation
• Random 2.5D U-net for Fully 3D Segmentation
• Deep structure learning using feature extraction in trained projection space
• Unsupervised Joint Image Transfer and Uncertainty Quantification using Patch Invariant Networks
• Deep Generative Networks for Nondestructive Cylinder Liner Inspection in Large Internal Combustion Engines
• Surface Topography Characterization Using a Simple Optical Device and Artificial Neural Networks
• Unsupervised single-shot depth estimation using perceptual reconstruction

Preprints

• Uncertainty-Aware Null Space Networks for Data-Consistent Image Reconstruction
• Three-dimensional Bone Image Synthesis with Generative Adversarial Networks

Slides

• Generative Adversarial Networks and Wasserstein Loss
• PiNet: Deep Structure Learning using Feature Extraction in Trained Projection Space
• Bayesian Learning and Uncertainty Quantification in Computer Vision
• Uncertainty Quantification for Convolutional Neural Networks (interdisciplinary PhD seminar)

Music

edelBlech

• edelBlech website
• edelParty (promo video)
• Zeitenwende (promo video)
• Der Russische (promo video)
• Tuba Muckl (live video)
• Tubawahnsinn (live video)

Brassband

• R.E.T. Brass Band - Titan's Progress (live video)
• Brassband Kärnten - Gregson Tuba Concerto (live video)

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Favourite memes