Picture of Fabian Herzog

Fabian Herzog, M.Sc.

Technical University of Munich

Chair of Human-Machine Communication (Prof. Hemmert komm.)

Postal address

Postal:
Theresienstr. 90
80333 München

Research Areas

• Computer Vision
• Object Tracking
• (Geometric) Deep Learning

Publications

  • Gilg, Johannes; Teepe, Torben; Herzog, Fabian; Wolters, Philipp; Rigoll, Gerhard: Do We Still Need Non-Maximum Suppression? Accurate Confidence Estimates and Implicit Duplication Modeling with IoU-Aware Calibration. , 2023 more… Full text ( DOI )
  • Teepe, Torben; Wolters, Philipp; Gilg, Johannes; Herzog, Fabian; Rigoll, Gerhard: EarlyBird: Early-Fusion for Multi-View Tracking in the Bird's Eye View. , 2023 more… Full text ( DOI ) Full text (mediaTUM)
  • Gilg, Johannes; Teepe, Torben; Herzog, Fabian; Rigoll, Gerhard: The Box Size Confidence Bias Harms Your Object Detector. Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2023 more… Full text (mediaTUM)
  • Herzog, Fabian; Chen, Junpeng; Teepe, Torben; Gilg, Johannes; Hörmann, Stefan; Rigoll, Gerhard: Synthehicle: Multi-Vehicle Multi-Camera Tracking in Virtual Cities. Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops, 2023 more… Full text (mediaTUM)
  • Eisl, Dominik; Herzog, Fabian; Dugelay, Jean-Luc; Apvrille, Ludovic; Rigoll, Gerhard: Introducing A Framework for Single-Human Tracking Using Event-Based Cameras. 2023 IEEE International Conference on Image Processing (ICIP), IEEE, 2023 more… Full text ( DOI ) Full text (mediaTUM)
  • Hörmann, Stefan; Kong, Tianlin; Teepe, Torben; Herzog, Fabian; Knoche, Martin; Rigoll, Gerhard: Face Morphing: Fooling a Face Recognition System Is Simple! , 2022 more… Full text ( DOI ) Full text (mediaTUM)
  • Teepe, Torben; Gilg, Johannes; Herzog, Fabian; Hörmann, Stefan; Rigoll, Gerhard: Towards a Deeper Understanding of Skeleton-Based Gait Recognition. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2022 more… Full text (mediaTUM)
  • Köpüklü, Okan; Herzog, Fabian; Rigoll, Gerhard: Comparative Analysis of CNN-based Spatiotemporal Reasoning in Videos. Deep Learning for Human-Centric Activity Understanding Workshop at International Conference on Pattern Recognition, 2021 more…
  • Teepe, Torben; Khan, Ali; Gilg, Johannes; Herzog, Fabian; Hörmann, Stefan; Rigoll, Gerhard: Gaitgraph: Graph Convolutional Network for Skeleton-Based Gait Recognition. 2021 IEEE International Conference on Image Processing (ICIP), IEEE, 2021, 2314-2318 more… Full text ( DOI )
  • Herzog, Fabian; Ji, Xunbo; Teepe, Torben; Hörmann, Stefan; Gilg, Johannes; Rigoll, Gerhard: Lightweight Multi-Branch Network For Person Re-Identification. 2021 IEEE International Conference on Image Processing (ICIP), IEEE, 2021, 1129-1133 more… Full text ( DOI )
  • Hörmann, Stefan; Cao, Zhenxiang; Knoche, Martin; Herzog, Fabian; Rigoll, Gerhard: Face Aggregation Network For Video Face Recognition. 2021 IEEE International Conference on Image Processing (ICIP), IEEE, 2021, 2973-2977 more… Full text ( DOI ) Full text (mediaTUM)
  • Köpüklü. O.; Herzog, F.; Rigoll, G.: Comparative Analysis of CNN-based Spatiotemporal Reasoning in Videos. 2019 more…

Projects

Surveillance Videos meet wearable Cameras on the Cloud
Partners: Hebrew University Jerusalem, Al Quds University Jerusalem
Period: 15.03.2019 - 14.03.2022

Teaching

Mensch-Maschine-Kommunikation II (SS 2022)
Mensch-Maschine-Kommunikation II (SS 2021)
Praktikum PETIT (WS 2020)
Mensch-Maschine-Kommunikation II (SS 2020)
Praktikum PETIT (WS 2019)
Praktikum PSST (WS 2019)
Mensch-Maschine-Kommunikation II (SS 2019)

Student Projects

For inquiries regarding any student projects please apply using your most recent CV together with your grade report emphasizing your previous experience in this area and your desired starting date.

Open Topics

You can find all open topics here.

Finished Projects

2021
• Multiple Object Tracking by Graph Convolutional Message Passing (Master's Thesis)
• Fast and Lightweight Graph Convolutional Tracking (Bachelor's Thesis)
• Spatial Temporal Modeling for Multiple Object Tracking (Bachelor's Thesis)
• Robust One-Stage Tracking and Segmentation (Master's Thesis)

2020
• Gait Recognition on a Linux-based Smart Home Camera (Bachlor's Thesis)
• Multiple Person Tracking in Non-Overlapping Video Streams (Master's Thesis)
• Person Re-Identification on Synthetic Data (Bachelor's Thesis)

2019
• Cross-View Gait Recognition by Patch Alignment (Scientific Seminar)
• A Semantic 3D Reconstruction (Research Internship)
• Extension of Robust PCA for Fast Online Foreground Detection in Videos (Bachelor's Thesis)