Foto von Fabian Herzog

Fabian Herzog, M.Sc.

Technische Universität München

Lehrstuhl für Mensch - Maschine - Kommunikation (Prof. Rigoll)

Postadresse

Postal:
Theresienstr. 90
80333 München

Forschungsgebiete

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

Publikationen

  • 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 mehr… Volltext ( 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 mehr… Volltext ( DOI ) Volltext (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 mehr… Volltext (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 mehr… Volltext (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 mehr… Volltext ( DOI ) Volltext (mediaTUM)
  • Hörmann, Stefan; Kong, Tianlin; Teepe, Torben; Herzog, Fabian; Knoche, Martin; Rigoll, Gerhard: Face Morphing: Fooling a Face Recognition System Is Simple! , 2022 mehr… Volltext ( DOI ) Volltext (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 mehr… Volltext (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 mehr…
  • 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 mehr… Volltext ( 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 mehr… Volltext ( 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 mehr… Volltext ( DOI ) Volltext (mediaTUM)
  • Köpüklü. O.; Herzog, F.; Rigoll, G.: Comparative Analysis of CNN-based Spatiotemporal Reasoning in Videos. 2019 mehr…

Projekte

Überwachungsvideos treffen tragbare Kameras in der Cloud
Projektpartner: Hebrew University Jerusalem, Al Quds University Jerusalem
Projektzeitraum: 15.03.2019 - 14.03.2022

Studentische Arbeiten

Bei Anfragen zu studentischen Arbeiten reichen Sie bitte folgende Unterlagen mit ein:
• Aktueller Lebenslauf
• Notenauszug
• Bisherige Erfahrungen aus dem Themengebiet
• Starttermin

Offen

Alle ausgeschriebenen Arbeiten finden Sie hier.

Abgeschlossen

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)