Dr.-Ing. Brand, Fabian
Dr. Fabian Brand
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
Ich biete jederzeit Abschlussarbeiten im Gebiet Deep Learning in Video Coding an.
- , , , , : Top Viewed Q&A Paper Award (1st place) (IEEE International Conference on Image Processing) – 2020
- , , : Best Paper Award (Picture Coding Symposium, Ningbo, China) – 2019
Keine passenden Datensätze gefunden.
2024
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
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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
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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
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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
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Analysis of Neural Video Compression Networks for 360-Degree Video Coding
Picture Coding Symposium (PCS) (Taichung, 12. Juni 2024 - 14. Juni 2024)
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Multiscale Augmented Normalizing Flows for Image Compression
International Conference on Acoustics, Speech, and Signal Processing (ICASSP) (Seoul, 14. April 2024 - 19. April 2024)
DOI: 10.1109/ICASSP48485.2024.10446147
URL: https://ieeexplore.ieee.org/document/10446147
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2023
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
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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
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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
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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
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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
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2022
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
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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
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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
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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
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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
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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
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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
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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
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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
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2021
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
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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
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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
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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
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2020
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
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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
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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
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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
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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
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2019
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
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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
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2017
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
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