Prof. Dr. André Kaup

2023

• Nguyen, T.D., & Kaup, A. (2023). Lossless Point Cloud Geometry and Attribute Compression Using a Learned Conditional Probability Model. IEEE Transactions on Circuits and Systems For Video Technology, 1-1. https://dx.doi.org/10.1109/TCSVT.2023.3239321
• Sippel, F., Seiler, J., & Kaup, A. (2023). Synthetic hyperspectral array video database with applications to cross-spectral reconstruction and hyperspectral video coding. Journal of the Optical Society of America A-Optics Image Science and Vision, 40(3), 479-491. https://dx.doi.org/10.1364/JOSAA.479552

2022

• Brand, F., Fischer, K., Kopte, A., & Kaup, A. (2022). Learning True Rate-Distortion-Optimization for End-To-End Image Compression. In DCC 2022: 2022 DATA COMPRESSION CONFERENCE (DCC) (pp. 443-443). Snowbird, UT, US: NEW YORK: IEEE.
• Brand, F., Fischer, K., Kopte, A., Windsheimer, M., & Kaup, A. (2022). RDONet: Rate-Distortion Optimized Learned Image Compression with Variable Depth. In IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops (pp. 1758-1762). New Orleans, LA, USA: IEEE Computer Society.
• Brand, F., Fischer, K., Kopte, A., Windsheimer, M., & Kaup, A. (2022). RDONet: Rate-Distortion Optimized Learned Image Compression With Variable Depth. In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops (pp. 1759-1763). New Orleans, US.
• Brand, F., Herglotz, C., & Kaup, A. (2022). A LOW-PARAMETRIC MODEL FOR BIT-RATE ESTIMATION OF VVC RESIDUAL CODING. In ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings (pp. 1860-1864). Online, SG: Institute of Electrical and Electronics Engineers Inc..
• Brand, F., Seiler, J., & Kaup, A. (2022). On Benefits and Challenges of Conditional Interframe Video Coding in Light of Information Theory. In 2022 PICTURE CODING SYMPOSIUM (PCS) (pp. 289-293). San Jose, CA, US: NEW YORK: IEEE.
• Fischer, K., Brand, F., Herglotz, C., & Kaup, A. (2022). Learning Frequency-Specific Quantization Scaling in VVC for Standard-Compliant Task-Driven Image Coding. In Proceedings of the IEEE International Conference on Image Processing (ICIP) (pp. 1-5). Bordeaux, FR.
• Fischer, K., Brand, F., & Kaup, A. (2022). Boosting Neural Image Compression for Machines Using Latent Space Masking. IEEE Transactions on Circuits and Systems For Video Technology. https://dx.doi.org/10.1109/TCSVT.2022.3195322
• Fischer, K., Hofbauer, M., Kuhn, C., Steinbach, E., & Kaup, A. (2022). Evaluation of Video Coding for Machines Without Ground Truth. In Proceedings of the 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Singapore, SG.
• Grosche, S., Regensky, A., Sinn, A., Seiler, J., & Kaup, A. (2022). Fast Reconstruction of Three-Quarter Sampling Measurements Using Recurrent Local Joint Sparse Deconvolution and Extrapolation. IEEE Transactions on Circuits and Systems II: Express Briefs, 69(5), 2398-2402. https://dx.doi.org/10.1109/TCSII.2022.3160012
• Gruber, M., Brand, F., Mosebach, A., Seiler, J., & Kaup, A. (2022). Domain Adaptation for Unknown Image Distortions in Instance Segmentation. In Proceedings of the IEEE International Conference on Image Processing (ICIP). Bordeaux, FR.
• Heimann, V., Spruck, A., & Kaup, A. (2022). Frequency-Selective Geometry Upsampling of Point Clouds. In Proceedings of the IEEE International Conference on Image Processing (ICIP) 2022. Bordeaux, FR.
• Heimann, V., Spruck, A., & Kaup, A. (2022). Jointly Resampling and Reconstructing Corrupted Images for Image Classification using Frequency-Selective Mesh-to-Grid Resampling. In 2022 IEEE 24TH INTERNATIONAL WORKSHOP ON MULTIMEDIA SIGNAL PROCESSING (MMSP). NEW YORK: IEEE.
• Heimann, V., Spruck, A., & Kaup, A. (2022). Resampling and Reconstructing Corrupted Images for Image Classification. In Proceedings of the IEEE International Workshop on Multimedia Signal Processing. Shanghai (virtually), CN.
• Herglotz, C., Genser, N., & Kaup, A. (2022). Rate-Distortion Optimal Transform Coefficient Selection for Unoccupied Regions in Video-Based Point Cloud Compression. IEEE Transactions on Circuits and Systems For Video Technology, 1-1. https://dx.doi.org/10.1109/TCSVT.2022.3185026
• Herglotz, C., Kränzler, M., Mons, R., & Kaup, A. (2022). Beyond Bjontegaard: Limits of Video Compression Performance Comparisons. In Proceedings of the IEEE International Conference on Image Processing. Bordeaux, FR.
• Herglotz, C., Kränzler, M., Schober, R., & Kaup, A. (2022). Sweet Streams are Made of This: The System Engineer’s View on Energy Efficiency in Video Communications (Preprint). Ieee Circuits and Systems Magazine.
• Herglotz, C., Robitza, W., Kränzler, M., Kaup, A., & Raake, A. (2022). Modeling of Energy Consumption and Streaming Video QoE using a Crowdsourcing Dataset. In Proceedings of the The 14th International Conference on Quality of Multimedia Experience (QoMEX). Lippstadt, DE.
• Kränzler, M., Herglotz, C., & Kaup, A. (2022). Advanced Design Space Exploration for Joint Energy and Quality Optimization for VVC. In Proceedings of the Picture Coding Symposium (PCS). San Jose, California, US.
• Kränzler, M., Herglotz, C., & Kaup, A. (2022). Energy Efficient Video Decoding for VVC Using a Greedy Strategy Based Design Space Exploration. IEEE Transactions on Circuits and Systems For Video Technology, 32(7), 4696-4709. https://dx.doi.org/10.1109/TCSVT.2021.3130739
• Kränzler, M., Wieckowski, A., Ramasubbu, G., Bross, B., Kaup, A., Marpe, D., & Herglotz, C. (2022). Optimized Decoding-Energy-Aware Encoding In Practical VVC Implementations. In Proceedings of the 29th IEEE International Conference on Image Processing (IEEE ICIP). Bordeaux, FR.
• Nguyen, T.D., & Kaup, A. (2022). Learning-based Lossless Point Cloud Geometry Coding using Sparse Tensors. In IEEE International Conference on Image Processing ICIP 2022. Bordeaux, France, FR.
• Ramasubbu, G., Kaup, A., & Herglotz, C. (2022). A Bit Stream Feature-Based Energy Estimator for HEVC Software Encoding. In Proceedings of the Picture Coding Symposium (PCS 2022). San Jose, California.
• Ramasubbu, G., Kaup, A., & Herglotz, C. (2022). Modeling the HEVC Encoding Energy Using the Encoder Processing Time. In Proceedings of the IEEE International Conference on Image Processing (ICIP) 2022. Bordeaux.
• Sippel, F., Seiler, J., & Kaup, A. (2022). Optimal Filter Selection for Multispectral Object Classification Using Fast Binary Search. In Proceedings of the 24th International Workshop on Multimedia Signal Processing. Shanghai, CN.
• Spruck, A., Heimann, V., & Kaup, A. (2022). Increasing the Accuracy of a Neural Network Using Frequency Selective Mesh-to-Grid Resampling. In Proceedings of the IEEE International Symposium on Circuits and Systems (ISCAS).

2021

• Brand, F., Fischer, K., & Kaup, A. (2021). Rate-Distortion Optimized Learning-Based Image Compression using an Adaptive Hierachical Autoencoder with Conditional Hyperprior. In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (pp. 1-5). Virtual, US.
• Brand, F., Seiler, J., & Kaup, A. (2021). Intra To Inter: Towards Intra Prediction for Learning-Based Video Coders Using Optical Flow. In Proc. 2021 IEEE International Conference on Image Processing (ICIP) (pp. 2119-2123). Anchorage, AK, USA, US.
• Brand, F., Seiler, J., & Kaup, A. (2021). Switchable Motion Models for Non-Block-Based Inter Prediction in Learning-Based Video Coding. In Proceedings of the Picture Coding Symposium (PCS) (pp. 1-5). Bristol (Virtual).
• Fischer, K., Blum, C., Herglotz, C., & Kaup, A. (2021). Robust Deep Neural Object Detection and Segmentation for Automotive Driving Scenario with Compressed Image Data. In Proceedings of the IEEE International Symposium on Circuits and Systems (ISCAS). Daegu (Virtual Conference), KR.
• Fischer, K., Fleckenstein, F., Herglotz, C., & Kaup, A. (2021). Saliency-Driven Versatile Video Coding for Neural Object Detection. In Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Toronto (Virtual Conference), AE.
• Fischer, K., Forsch, C., Herglotz, C., & Kaup, A. (2021). Analysis of Neural Image Compression Networks for Machine-to-Machine Communication. In Proceedings of the IEEE International Conference on Image Processing (ICIP). Anchorage (virtual), US.
• Grosche, S., Brand, F., & Kaup, A. (2021). A Novel End-To-End Network for Reconstruction of Non-Regularly Sampled Image Data Using Locally Fully Connected Layers. In Proceedings of the 23rd International Workshop on Multimedia Signal Processing (MMSP). Tampere, Finland.
• Grosche, S., Seiler, J., & Kaup, A. (2021). Novel Consistency Check for Fast Recursive Reconstruction of Non-Regularly Sampled Video Data. In Proceedings of the IEEE International Conference on Image Processing (ICIP). Anchorage.
• Heimann, V., Spruck, A., & Kaup, A. (2021). Frame Rate Up-Conversion Using Key Point Agnostic Frequency-Selective Mesh-to-Grid Resampling. In Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing. Toronto (Virtual Conference), CA.
• Heimann, V., Spruck, A., & Kaup, A. (2021). Frequency-Selective Mesh-to-Mesh Resampling for Color Upsampling of Point Clouds. In Proceedings of the IEEE International Workshop on Multimedia Signal Processing (MMSP). Tampere, FI.
• Heindel, A., Prestele, B., Gehlert, A., & Kaup, A. (2021). Enhancement Layer Coding for Chroma Sub-Sampled Screen Content Video. IEEE Transactions on Circuits and Systems For Video Technology. https://dx.doi.org/10.1109/TCSVT.2021.3061944
• Herglotz, C., Grosche, S., Bharadwaj, A., & Kaup, A. (2021). Component-Wise Power Estimation of Electrical Devices Using Thermal Imaging. IEEE Transactions on Consumer Electronics, 67(4), 383-392. https://dx.doi.org/10.1109/TCE.2021.3122076
• Körner, G., Hoffmann, M., Stief, P., Zhang, M., Rückert, R., Herglotz, C.,... Vossiek, M. (2021). Applicability and Performance of Standard Compression Methods for Efficient Data Transmission and Storage in Radar Networks. IEEE Journal of Microwaves, 2(1), 78-96. https://dx.doi.org/10.1109/JMW.2021.3119781
• Och, H., Strutz, T., & Kaup, A. (2021). Optimization of Probability Distributions for Residual Coding of Screen Content. In Proceedings of the 2021 IEEE International Conference on Visual Communications and Image Processing (VCIP). München, DE.
• Regensky, A., Herglotz, C., & Kaup, A. (2021). A Novel Viewport-Adaptive Motion Compensation Technique for Fisheye Video. In Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Toronto, CA.
• Sippel, F., Seiler, J., & Kaup, A. (2021). Hyperspectral Image Reconstruction from Multispectral Images Using Non-Local Filtering. In Proceedings of the 23rd International Workshop on Multimedia Signal Processing. Tampere, FI.
• Sippel, F., Seiler, J., & Kaup, A. (2021). Spatio-spectral Image Reconstruction Using Non-local Filtering. In Proceedings of the 2021 IEEE International Conference on Visual Communications and Image Processing (VCIP). München, DE.
• Spruck, A., Hawesch, M., Maier, A., Rieß, C., Seiler, J., & Kaup, A. (2021). 3D Rendering Framework for Data Augmentation in Optical Character Recognition. In ISSCS 2021 - International Symposium on Signals, Circuits and Systems. Iasi, Romania (virtual), RO: Institute of Electrical and Electronics Engineers Inc..

2020

• Brand, F., Seiler, J., Alshina, E., & Kaup, A. (2020). A Triangulation-Based Backward Adaptive Motion Field Subsampling Scheme. In Proceedings of the IEEE 22nd Workshop on Multimedia Signal Processing (MMSP). Tampere (Virtual Conference).
• Brand, F., Seiler, J., & Kaup, A. (2020). Intra-Frame Coding Using a Conditional Autoencoder. IEEE Journal of Selected Topics in Signal Processing, 1-1. https://dx.doi.org/10.1109/JSTSP.2020.3034768
• Brand, F., Seiler, J., & Kaup, A. (2020). Introducing Latent Space Correlation to Conditional Autoencoders for Intra Prediction. In Proceedings of the 2020 IEEE International Conference on Visual Communications and Image Processing (VCIP). Macau (Virtual Conference), CN.
• Fischer, K., Brand, F., Herglotz, C., & Kaup, A. (2020). Video Coding for Machines with Feature-Based Rate-Distortion Optimization. In Proceedings of the IEEE International Workshop on Multimedia Signal Processing (MMSP). Tampere (Virtual Conference), FI.
• Fischer, K., Herglotz, C., & Kaup, A. (2020). On Intra Video Coding and In-loop Filtering for Neural Object Detection Networks. In Proceedings of the IEEE International Conference on Image Processing (ICIP) (pp. 1147-1151). Abu Dhabi (virtual Conference), AE.
• Fischer, K., Herglotz, C., & Kaup, A. (2020). On Versatile Video Coding at UHD with Machine-Learning-Based Super-Resolution. In 12th International Conference on Quality of Multimedia Experience (QoMEX). Athlone, IE.
• Genser, N., Seiler, J., & Kaup, A. (2020). Camera Array for Multi-Spectral Imaging. IEEE Transactions on Image Processing, 29, 9234-9249. https://dx.doi.org/10.1109/TIP.2020.3024738
• Genser, N., Seiler, J., & Kaup, A. (2020). Joint Content-Adaptive Dictionary Learning And Sparse Selective Extrapolation For Cross-Spectral Image Reconstruction. In Proceedings of the 2020 IEEE International Conference on Image Processing (ICIP). Abu Dhabi, AE.
• Genser, N., Spruck, A., Seiler, J., & Kaup, A. (2020). Deep Learning Based Cross-Spectral Disparity Estimation For Stereo Imaging. In Proceedings of the 2020 IEEE International Conference on Image Processing (ICIP). Abu Dhabi, AE.
• Grosche, S., Fischer, K., Brand, F., Seiler, J., & Kaup, A. (2020). Enhanced Image Reconstruction From Quarter Sampling Measurements Using an Adapted Very Deep Super Resolution Network. In Proceedings of the IEEE International Conference on Image Processing (ICIP). Abu Dhabi (Virtual Conference).
• Grosche, S., Koller, M., Seiler, J., & Kaup, A. (2020). Dynamic Image Sampling Using a Novel Variance Based Probability Mass Function. IEEE Transactions on Computational Imaging, 6, 1440-1450. https://dx.doi.org/10.1109/TCI.2020.3031077
• Grosche, S., Regensky, A., Seiler, J., & Kaup, A. (2020). Boosting Compressed Sensing Using Local Measurements and Sliding Window Reconstruction. IEEE Transactions on Image Processing, 29, 7931 - 7944. https://dx.doi.org/10.1109/TIP.2020.3007822
• Heimann, V., Genser, N., & Kaup, A. (2020). Key Point Agnostic Frequency-Selective Mesh-to-Grid Image Resampling using Spectral Weighting. In Proceedings of the IEEE International Workshop on Multimedia Signal Processing (MMSP). Tampere (Virtual Conference), FI.
• Herglotz, C., Bader, M., Fischer, K., & Kaup, A. (2020). Decoding Energy Optimal Video Encoding for x265. In Proceedings of the IEEE 22nd Workshop on Multimedia Signal Processing (MMSP). Tampere, FI.
• Herglotz, C., Coulombe, S., Vazquez, C., Vakili, A., Kaup, A., & Grenier, J.-C. (2020). Power Modeling for Video Streaming Applications on Mobile Devices. IEEE Access. https://dx.doi.org/10.1109/ACCESS.2020.2986580
• Herglotz, C., Ramasubbu, G., & Kaup, A. (2020). Matched Quality Evaluation of Temporally Downsampled Videos with Non-Integer Factors. In Proceedings of the International Conference on Quality of Multimedia Experience (QoMEX). Athlone, IE.
• Kränzler, M., Herglotz, C., & Kaup, A. (2020). A Comparative Analysis of the Time and Energy Demand of Versatile Video Coding and High Efficiency Video Coding Reference Decoders. In Proceedings of the IEEE International Workshop on Multimedia Signal Processing (MMSP). Tampere, Finland, FI.
• Kränzler, M., Herglotz, C., & Kaup, A. (2020). Decoding Energy Modeling for Versatile Video Coding. In Proceedings of the IEEE International Conference on Image Processing (ICIP). Abu Dhabi, AE.
• Kränzler, M., Herglotz, C., & Kaup, A. (2020). DENESTO: A Tool for Video Decoding Energy Estimation and Visualization. In Proceedings of the 2020 IEEE International Conference on Visual Communications and Image Processing (VCIP). Virtual Conference.
• Lanz, D., & Kaup, A. (2020). Graph-Based Compensated Wavelet Lifting for Scalable Lossless Coding of Dynamic Medical Data. IEEE Transactions on Image Processing, 29(1), 2439 - 2451. https://dx.doi.org/10.1109/TIP.2019.2947138
• Meyer, A., Genser, N., & Kaup, A. (2020). Multispectral Image Compression Based on HEVC Using Pel-Recursive Inter-Band Prediction. In Proceedings of the IEEE 22nd International Workshop on Multimedia Signal Processing (MMSP). Tampere, FI.
• Pöllot, M., Zhang, R., & Kaup, A. (2020). An Efficient Alternative to Network Pruning Through Ensemble Learning. In IEEE (Eds.), Proceedings of the International Conference on Acoustics, Speech and Signal Processing (pp. 4027-4031). Barcelona, ES.
• Regensky, A., Grosche, S., Seiler, J., & Kaup, A. (2020). Real-Time Frequency Selective Reconstruction through Register-Based Argmax Calculation. In Proceedings of the IEEE International Workshop on Multimedia Signal Processing (MMSP) (pp. 1 - 6). Tampere, FI.
• Regensky, A., Herglotz, C., & Kaup, A. (2020). FishUI: Interactive Fisheye Distortion Visualization. In Proceedings of the IEEE International Conference on Visual Communications and Image Processing (VCIP) (pp. 256). Macau, CN.
• Sippel, F., Seiler, J., Genser, N., & Kaup, A. (2020). Structure-preserving spectral reflectance estimation using guided filtering. Journal of the Optical Society of America A-Optics Image Science and Vision, 37(11), 1695-1710. https://dx.doi.org/10.1364/JOSAA.400485
• Spruck, A., Seiler, J., Roll, M., Dudziak, T., Eckstein, J., & Kaup, A. (2020). Quality Assurance of Weld Seams Using Laser Triangulation Imaging and Deep Neural Networks. In 2020 IEEE International Workshop on Metrology for Industry 4.0 & IoT. Rome (Virtual Conference), Italy.
• Wokusch, D., & Kaup, A. (2020). Optimizing Rate-Distortion Performance of Motion Compensated Wavelet Lifting with Denoised Prediction and Update. In Proceedings of the IEEE Int. Workshop on Multimedia Signal Processing (MMSP). Tampere.