Brand, Fabian

Fabian Brand, M. Sc.

Department Elektrotechnik-Elektronik-Informationstechnik (EEI)
Lehrstuhl für Multimediakommunikation und Signalverarbeitung

Raum 06.036
Cauerstr. 7
91058 Erlangen

Forschung

Ich beschäftige mich hauptsächlich mit dem Einsatz von Deep-Learning Techniken bei der Video-Codierung. Dazu gehören Verfahren, die rein auf neuronalen Netzen basieren, aber auch solche, die klassische Bild und Video Coder an geeigneten Stellen mit neuronalen Netzen erweitern. Weitere Informationen gibt es auf der folgenden Seite:

https://www.lms.tf.fau.de/forschung/arbeitsgebiete/videosignalverarbeitung-und-uebertragung/videokommunikation-2-0/#collapse_0

Angebotene Abschlussarbeiten

Ich biete jederzeit Abschlussarbeiten im Gebiet Deep Learning in Video Coding an.

https://www.lms.tf.fau.de/deep-learning-in-video-coding/

Auszeichnungen

Simon Grosche, Kristian Fischer, Fabian Brand, Jürgen Seiler, André Kaup: Top Viewed Q&A Paper Award (1st place) (IEEE International Conference on Image Processing) – 2020
Fabian Brand, Jürgen Seiler, André Kaup: Best Paper Award (Picture Coding Symposium, Ningbo, China) – 2019

Lehrveranstaltungen

Keine passenden Datensätze gefunden.

Publikationen

2023

Bergmann S., Moussa D., Brand F., Kaup A., Rieß C.:
Frequency-Domain Analysis of Traces for the Detection of AI-based Compression
International Workshop on Biometrics and Forensics 2023 (Barcelona, 19. April 2023 - 20. April 2023)
In: IEEE (Hrsg.): 2023 International Workshop on Biometrics and Forensics (IWBF) 2023
URL: https://faui1-files.cs.fau.de/public/publications/mmsec/2023-Bergmann-IWBF.pdf
BibTeX: Download

2022

Brand F., Fischer K., Kopte A., Kaup A.:
Learning True Rate-Distortion-Optimization for End-To-End Image Compression
Data Compression Conference (DCC) (Snowbird, UT)
In: DCC 2022: 2022 DATA COMPRESSION CONFERENCE (DCC), NEW YORK: 2022
DOI: 10.1109/DCC52660.2022.00054
BibTeX: Download
Brand F., Fischer K., Kopte A., Windsheimer M., Kaup A.:
RDONet: Rate-Distortion Optimized Learned Image Compression with Variable Depth
2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2022 (New Orleans, LA, USA, 19. Juni 2022 - 20. Juni 2022)
In: IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops 2022
DOI: 10.1109/CVPRW56347.2022.00186
BibTeX: Download
Brand F., Fischer K., Kopte A., Windsheimer M., Kaup A.:
RDONet: Rate-Distortion Optimized Learned Image Compression With Variable Depth
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops (New Orleans, 19. Juni 2022 - 23. Juni 2022)
DOI: 10.1109/CVPRW56347.2022.00186
URL: https://ieeexplore.ieee.org/document/9857403
BibTeX: Download
Brand F., Herglotz C., Kaup A.:
A LOW-PARAMETRIC MODEL FOR BIT-RATE ESTIMATION OF VVC RESIDUAL CODING
47th IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2022 (Online, 23. Mai 2022 - 27. Mai 2022)
In: ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings 2022
DOI: 10.1109/ICASSP43922.2022.9747694
BibTeX: Download
Brand F., Seiler J., Kaup A.:
On Benefits and Challenges of Conditional Interframe Video Coding in Light of Information Theory
Picture Coding Symposium (PCS) (San Jose, CA)
In: 2022 PICTURE CODING SYMPOSIUM (PCS), NEW YORK: 2022
DOI: 10.1109/PCS56426.2022.10018080
BibTeX: Download
Fischer K., Brand F., Herglotz C., Kaup A.:
Learning Frequency-Specific Quantization Scaling in VVC for Standard-Compliant Task-Driven Image Coding
IEEE International Conference on Image Processing (ICIP) (Bordeaux, 16. Oktober 2022 - 19. Oktober 2022)
DOI: 10.1109/ICIP46576.2022.9897987
URL: https://arxiv.org/abs/2301.08533
BibTeX: Download
Fischer K., Brand F., Kaup A.:
Boosting Neural Image Compression for Machines Using Latent Space Masking
In: IEEE Transactions on Circuits and Systems For Video Technology (2022)
ISSN: 1051-8215
DOI: 10.1109/TCSVT.2022.3195322
URL: https://arxiv.org/abs/2112.08168
BibTeX: Download
Gruber M., Brand F., Mosebach A., Seiler J., Kaup A.:
Domain Adaptation for Unknown Image Distortions in Instance Segmentation
IEEE International Conference on Image Processing (ICIP) (Bordeaux, 16. Oktober 2022 - 19. Oktober 2022)
DOI: 10.1109/ICIP46576.2022.9897339
URL: https://arxiv.org/abs/2210.02386
BibTeX: Download

2021

Brand F., Fischer K., Kaup A.:
Rate-Distortion Optimized Learning-Based Image Compression using an Adaptive Hierachical Autoencoder with Conditional Hyperprior
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (Virtual, 19. Juni 2021 - 25. Juni 2021)
BibTeX: Download
Brand F., Seiler J., Kaup A.:
Intra To Inter: Towards Intra Prediction for Learning-Based Video Coders Using Optical Flow
2021 IEEE International Conference on Image Processing (ICIP) (Anchorage, AK, USA, 19. September 2021 - 22. September 2021)
In: Proc. 2021 IEEE International Conference on Image Processing (ICIP) 2021
DOI: 10.1109/ICIP42928.2021.9506274
BibTeX: Download
Brand F., Seiler J., Kaup A.:
Switchable Motion Models for Non-Block-Based Inter Prediction in Learning-Based Video Coding
Picture Coding Symposium (PCS) (Bristol (Virtual), 29. Juni 2021 - 2. Juli 2021)
BibTeX: Download
Grosche S., Brand F., Kaup A.:
A Novel End-To-End Network for Reconstruction of Non-Regularly Sampled Image Data Using Locally Fully Connected Layers
23rd International Workshop on Multimedia Signal Processing (MMSP) (Tampere, Finland, 6. Oktober 2021 - 8. Oktober 2021)
DOI: 10.1109/MMSP53017.2021.9733541
BibTeX: Download

2020

Brand F., Seiler J., Alshina E., Kaup A.:
A Triangulation-Based Backward Adaptive Motion Field Subsampling Scheme
IEEE 22nd Workshop on Multimedia Signal Processing (MMSP) (Tampere (Virtual Conference), 21. September 2020 - 24. September 2020)
BibTeX: Download
Brand F., Seiler J., Kaup A.:
Intra-Frame Coding Using a Conditional Autoencoder
In: IEEE Journal of Selected Topics in Signal Processing (2020), S. 1-1
ISSN: 1932-4553
DOI: 10.1109/JSTSP.2020.3034768
BibTeX: Download
Brand F., Seiler J., Kaup A.:
Introducing Latent Space Correlation to Conditional Autoencoders for Intra Prediction
2020 IEEE International Conference on Visual Communications and Image Processing (VCIP) (Macau (Virtual Conference), 1. Dezember 2020 - 4. August 2020)
BibTeX: Download
Fischer K., Brand F., Herglotz C., Kaup A.:
Video Coding for Machines with Feature-Based Rate-Distortion Optimization
IEEE International Workshop on Multimedia Signal Processing (MMSP) (Tampere (Virtual Conference), 21. September 2020 - 24. September 2020)
DOI: 10.1109/MMSP48831.2020.9287136
URL: https://arxiv.org/abs/2203.05890
BibTeX: Download
Grosche S., Fischer K., Brand F., Seiler J., Kaup A.:
Enhanced Image Reconstruction From Quarter Sampling Measurements Using an Adapted Very Deep Super Resolution Network
IEEE International Conference on Image Processing (ICIP) (Abu Dhabi (Virtual Conference), 25. Oktober 2020 - 28. Oktober 2020)
DOI: 10.1109/icip40778.2020.9191047
BibTeX: Download

2019

Brand F., Seiler J., Kaup A.:
Intra Frame Prediction for Video Coding Using a Conditional Autoencoder Approach
Picture Coding Symposium (PCS) (Ningbo, 12. November 2019 - 15. November 2019)
DOI: 10.1109/PCS48520.2019.8954546
BibTeX: Download
Müller M., Weiß C., Brand F.:
Mid-Level Chord Transition Features for Musical Style Analysis
In: Proceedings of the {IEEE} International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Brighton, UK: 2019
BibTeX: Download

2017

Bätz M., Brand F., Eichenseer A., Kaup A.:
Motion Compensated Frame Rate Up-Conversion Using 3D Frequency Selective Extrapolation and a Multi-Layer Consistency Check
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (New Orleans, LA, 5. März 2017 - 9. März 2017)
DOI: 10.1109/ICASSP.2017.7952397
BibTeX: Download