Felix Johan Herrmann

Full Professor, Georgia Institute of Technology

Joined

December 2020

Names

Felix Johan Herrmann (Preferred)

Emails

****@gatech.edu (Confirmed)

Personal Links

Career & Education History

Full Professor

Georgia Institute of Technology (gatech.edu)

2017 – Present

Full Professor

University of British Columbia (ubc.ca)

2012 – 2017

Advisors, Relations & Conflicts

No relations added

Expertise

Machine learning

2019 – Present

Wave-equation based inversion

2012 – Present

Compressive Sensing

2008 – Present

Publications

Machine learning-enabled velocity model building with uncertainty quantification
Rafael Orozco, Yunlin Zeng, Felix Johan Herrmann
- arXiV preprint
- Readers: Everyone
Power-scaled Bayesian Inference with Score-based Generative Models
Huseyin Tuna Erdinc, Yunlin Zeng, Abhinav Gahlot, Felix Johan Herrmann
- The annual International Meeting for Applied Geoscience & Energy (IMAGE)
- Readers: Everyone
Full-waveform variational inference with full common-image gathers and diffusion network
Yunlin Zeng, Huseyin Tuna Erdinc, Rafael Orozco, Felix Johan Herrmann
- International Meeting for Applied Geoscience & Energy (IMAGE) 2025
- Readers: Everyone
Refining Amortized Posterior Approximations using Gradient-Based Summary Statistics
Rafael Orozco, Ali Siahkoohi, Mathias Louboutin, Felix Johan Herrmann
- Published: 20 Jun 2023, Last Modified: 18 Jul 2023
- AABI 2023
- Readers: Everyone
Amortized Normalizing Flows for Transcranial Ultrasound with Uncertainty Quantification
Rafael Orozco, Mathias Louboutin, Ali Siahkoohi, Gabrio Rizzuti, Tristan van Leeuwen, Felix Johan Herrmann
- Published: 04 Apr 2023, Last Modified: 29 Apr 2023
- MIDL 2023 Oral
- Readers: Everyone
Photoacoustic imaging with conditional priors from normalizing flows
Rafael Orozco, Ali Siahkoohi, Gabrio Rizzuti, Tristan van Leeuwen, Felix Johan Herrmann
- Published: 19 Oct 2021, Last Modified: 05 May 2023
- NeurIPS 2021 Deep Inverse Workshop Poster
- Readers: Everyone

Co-Authors