Dr.-Ing. Brand, Fabian

• 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

2024

• Bergmann S., Moussa D., Brand F., Kaup A., Rieß C.:
  Forensic analysis of AI-compression traces in spatial and frequency domain
  In: Pattern Recognition Letters (2024)
  ISSN: 0167-8655
  Open Access: https://www.sciencedirect.com/science/article/pii/S0167865524000503
  URL: https://www.sciencedirect.com/science/article/pii/S0167865524000503
  BibTeX: Download
• Brand F., Seiler J., Kaup A.:
  Conditional Residual Coding: A Remedy for Bottleneck Problems in Conditional Inter Frame Coding
  In: IEEE Transactions on Circuits and Systems For Video Technology (2024), S. 1-1
  ISSN: 1051-8215
  DOI: 10.1109/TCSVT.2024.3359948
  BibTeX: Download
• Brand F., Seiler J., Sauer J., Alshina E., Kaup A.:
  Adaptive Variance-Threshold-Based Skip Modes for Learned Video Compression Using a Motion Complexity Criterion
  2024 Picture Coding Symposium, PCS 2024 (Taichung, TWN, 12. Juni 2024 - 14. Juni 2024)
  In: 2024 Picture Coding Symposium, PCS 2024 - Proceedings 2024
  DOI: 10.1109/PCS60826.2024.10566348
  BibTeX: Download
• Herglotz C., Och H., Meyer A., Ramasubbu G., Eichermüller L., Kränzler M., Brand F., Fischer K., Nguyen DT., Regensky A., Kaup A.:
  The Bjøntegaard Bible - Why your Way of Comparing Video Codecs May Be Wrong
  In: IEEE Transactions on Image Processing 33 (2024), S. 987 - 1001
  ISSN: 1057-7149
  DOI: 10.1109/TIP.2023.3346695
  BibTeX: Download
• Regensky A., Brand F., Kaup A.:
  Analysis of Neural Video Compression Networks for 360-Degree Video Coding
  Picture Coding Symposium (PCS) (Taichung, 12. Juni 2024 - 14. Juni 2024)
  BibTeX: Download
• Windsheimer M., Brand F., Kaup A.:
  Multiscale Augmented Normalizing Flows for Image Compression
  International Conference on Acoustics, Speech and Signal Processing (Seoul, 14. April 2024 - 19. April 2024)
  DOI: 10.1109/ICASSP48485.2024.10446147
  URL: https://ieeexplore.ieee.org/document/10446147
  BibTeX: Download
• Windsheimer M., Brand F., Kaup A.:
  On Annotation-free Optimization of Video Coding for Machines
  International Conference on Image Processing (ICIP) (Abu Dhabi, 27. Oktober 2024 - 30. Oktober 2024)
  DOI: 10.1109/ICIP51287.2024.10647318
  URL: https://ieeexplore.ieee.org/document/10647318
  BibTeX: Download

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
  DOI: 10.1109/iwbf57495.2023.10157489
  URL: https://faui1-files.cs.fau.de/public/publications/mmsec/2023-Bergmann-IWBF.pdf
  BibTeX: Download
• Brand F., Herglotz C., Kaup A.:
  On Interpolation of Subjective Rate-Distortion Curves for Video Coder Comparison
  2023 15th International Conference on Quality of Multimedia Experience (Ghent, 20. Juni 2023 - 22. Juni 2023)
  In: 2023 15th International Conference on Quality of Multimedia Experience (QoMEX) 2023
  DOI: 10.1109/QoMEX58391.2023.10178656
  BibTeX: Download
• Brand F., Kopte A., Fischer K., Kaup A.:
  Spatially-Adaptive Learning-Based Image Compression with Hierarchical Multi-Scale Latent Spaces
  2023 IEEE International Conference on Image Processing (Kuala Lumpur, 8. Oktober 2023 - 11. Oktober 2023)
  In: 2023 IEEE International Conference on Image Processing (ICIP) 2023
  DOI: 10.1109/ICIP49359.2023.10222756
  BibTeX: Download
• Fischer K., Brand F., Blum C., Kaup A.:
  Saliency-Driven Hierarchical Learned Image Coding for Machines
  48th IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2023 (Rhodes Island, 4. Juni 2023 - 10. Juni 2023)
  In: ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2023
  DOI: 10.1109/ICASSP49357.2023.10096674
  BibTeX: Download
• Herglotz C., Brand F., Regensky A., Rievel F., Kaup A.:
  Processing Energy Modeling for Neural Network Based Image Compression
  accepted for IEEE International Conference on Image Processing (ICIP) (Kuala Lumpur, 8. Oktober 2023 - 11. Oktober 2023)
  URL: https://arxiv.org/abs/2306.16755
  BibTeX: Download
• Meyer A., Brand F., Kaup A.:
  Learned Wavelet Video Coding using Motion Compensated Temporal Filtering
  In: IEEE Access (2023)
  ISSN: 2169-3536
  DOI: 10.1109/ACCESS.2023.3323873
  URL: https://arxiv.org/abs/2305.16211
  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
  URL: https://arxiv.org/abs/2201.01586
  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
• Brand F., Seiler J., Kaup A.:
  P-Frame Coding with Generalized Difference: A Novel Conditional Coding Approach
  2022 IEEE International Conference on Image Processing (Bordeaux, 16. Oktober 2022 - 19. Oktober 2022)
  In: 2022 IEEE International Conference on Image Processing (ICIP) 2022
  DOI: 10.1109/ICIP46576.2022.9897294
  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 Workshops (CVPRW) (Virtual, 19. Juni 2021 - 25. Juni 2021)
  DOI: 10.1109/cvprw53098.2021.00211
  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)
  DOI: 10.1109/pcs50896.2021.9477475
  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)
  DOI: 10.1109/mmsp48831.2020.9287064
  BibTeX: Download
• Brand F., Seiler J., Kaup A.:
  Intra-Frame Coding Using a Conditional Autoencoder
  In: IEEE Journal of Selected Topics in Signal Processing 15 (2020), S. 354 - 365
  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)
  DOI: 10.1109/vcip49819.2020.9301806
  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
  DOI: 10.1109/icassp.2019.8682293
  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