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2024 
The STOIC2021 COVID-19 AI challenge: applying reusable training methodologies to private data

Boulogne, LH, Lorenz, J, Kienzle, D, Schon, R, Ludwig, K, Lienhart, R, Jegou, S, Li, G, Chen, C, Wang, Q, Shi, D, Maniparambil, M, Muller, D, Mertes, S, Schroter, N, Hellmann, F, Elia, M, Dirks, I, Bossa, MN, Berenguer, AD, Mukherjee, T, Vandemeulebroucke, J, Sahli, H, Deligiannis, N, Gonidakis, P, Huynh, ND, Razzak, I, Bouadjenek, R, Verdicchio, M, Borrelli, P, Aiello, M, Meakin, JA, Lemm, A, Russ, C, Ionasec, R, Paragios, N, Ginneken, BV & Dubois, M-PR 2024, 'The STOIC2021 COVID-19 AI challenge: applying reusable training methodologies to private data', Medical Image Analysis, vol. 97, 103230. https://doi.org/10.1016/j.media.2024.103230, https://doi.org/10.48550/arXiv.2306.10484

Long-term Regional Influenza-like-illness Forecasting Using Exogenous Data

Papagiannopoulou, E, Bossa, M, Deligiannis, N & Sahli, H 2024, 'Long-term Regional Influenza-like-illness Forecasting Using Exogenous Data', IEEE Journal of Biomedical and Health Informatics, vol. 28, no. 6, pp. 3781-3792. https://doi.org/10.1109/JBHI.2024.3377529

Semi-supervised medical image classification via distance correlation minimization and graph attention regularization

Diaz Berenguer, A, Kvasnytsia, M, Bossa Bossa, MN, Mukherjee, T, Deligiannis, N & Sahli, H 2024, 'Semi-supervised medical image classification via distance correlation minimization and graph attention regularization', Medical Image Analysis, vol. 94, 103107, pp. 1-16. https://doi.org/10.1016/j.media.2024.103107

Learned layered coding for Successive Refinement in the Wyner-Ziv Problem

Joukovsky, B, De Weerdt, B & Deligiannis, N 2024, Learned layered coding for Successive Refinement in the Wyner-Ziv Problem. in 2024 IEEE International Conference on Acoustics, Speech and Signal Processing. ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, IEEE, pp. 6020-6024, 2024 IEEE International Conference on Acoustics, Speech and Signal Processing, Seoul, Korea, Democratic People's Republic of, 14/04/24. https://doi.org/10.1109/ICASSP48485.2024.10446574

Holistic Representation Learning for Multitask Trajectory Anomaly Detection

Stergiou, A, De Weerdt, B & Deligiannis, N 2024, Holistic Representation Learning for Multitask Trajectory Anomaly Detection. in Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV). Proceedings - 2024 IEEE Winter Conference on Applications of Computer Vision, WACV 2024, IEEE, pp. 6729-6739, IEEE/CVF Winter Conference on Applications of Computer Vision, Waikoloa, Hawaii, United States, 4/01/24. https://doi.org/10.1109/WACV57701.2024.00659

Visualizing and Understanding Contrastive Learning

Sammani, F, Joukovsky, B & Deligiannis, N 2024, 'Visualizing and Understanding Contrastive Learning', IEEE Transactions on Image Processing, vol. 33, pp. 541 - 555. https://doi.org/10.1109/TIP.2023.3346295

Unveiling Privacy Risks in Stochastic Neural Networks Training: Effective Image Reconstruction from Gradients

Chen, Y, Yang, X & Deligiannis, N 2024, Unveiling Privacy Risks in Stochastic Neural Networks Training: Effective Image Reconstruction from Gradients. in A Leonardis, E Ricci, S Roth, O Russakovsky, T Sattler & G Varol (eds), The 18th European Conference on Computer Vision ECCV 2024. 1 edn, 17, Lecture Notes in Computer Science, vol. 15059, Springer, pp. 397.

SNIPPET: A Framework for Subjective Evaluation of Visual Explanations Applied to DeepFake Detection

Yang, Y, Joukovsky, B, Oramas Mogrovejo, JA, Tuytelaars, T & Deligiannis, N 2024, 'SNIPPET: A Framework for Subjective Evaluation of Visual Explanations Applied to DeepFake Detection', ACM Transactions on Multimedia Computing, Communications, and Applications, vol. 20, no. 8, 253, pp. 1-29. https://doi.org/10.1145/3665248

Physics-guided variational graph autoencoder for air quality inference

Rodrigo Bonet, E & Deligiannis, N 2024, Physics-guided variational graph autoencoder for air quality inference. in IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, IEEE, pp. 6940-6945. https://doi.org/10.1109/ICASSP48485.2024.10448194

Physics-Guided Graph Convolutional Deep Equilibrium Networks

Rodrigo Bonet, E & Deligiannis, N 2024, Physics-guided Graph Convolutional Deep Equilibrium Network for Environmental Data. in 32nd European Signal Processing Conference, EUSIPCO 2024 - Proceedings. European Signal Processing Conference, IEEE, pp. 987-991. https://doi.org/10.23919/EUSIPCO63174.2024.10715398

Learned Parameter Compression for Efficient and Privacy-Preserving Federated Learning

Chen, Y, Abrahamyan, L, Sahli, H & Deligiannis, N 2024, 'Learned Parameter Compression for Efficient and Privacy-Preserving Federated Learning', IEEE Open Journal of the Communications Society, vol. 5. https://doi.org/10.1109/OJCOMS.2024.3409191

 
2018 
Compressed sensing mm-wave SAR for non-destructive testing applications using multiple weighted side information

Becquaert, M, Cristofani, E, Van Luong, H, Vandewal, M, Stiens, J & Deligiannis, N 2018, 'Compressed sensing mm-wave SAR for non-destructive testing applications using multiple weighted side information', Sensors (Switzerland), vol. 18, no. 6, 1761. https://doi.org/10.3390/s18061761

Random Subsampling and Data Preconditioning for Ground Penetrating Radars

Cristofani, E, Becquaert, M, Lambot, S, Vandewal, M, Stiens, J & Deligiannis, N 2018, 'Random Subsampling and Data Preconditioning for Ground Penetrating Radars', IEEE Access , vol. 6, no. 04506, pp. 26866-26880. https://doi.org/10.1109/ACCESS.2018.2831905

Online Sequential Compressed Sensing with Weighted Multiple Side Information for Through the Wall Imaging

Becquaert, M, Cristofani, E, Vandewal, M, Stiens, J & Deligiannis, N 2018, Online Sequential Compressed Sensing with Weighted Multiple Side Information for Through the Wall Imaging. in URSI Benelux Forum 2018. URSI, pp. 1-5, URSI Benelux Forum 2018, Delft, Netherlands, 25/01/18.

 
2017 
Hourglass-ShapeNetwork Based Semantic Segmentation for High Resolution Aerial Imagery

Liu, Y, Nguyen, MD, Deligiannis, N, Ding, W & Munteanu, A 2017, 'Hourglass-ShapeNetwork Based Semantic Segmentation for High Resolution Aerial Imagery', Remote Sensing, vol. 9, no. 6, 522. https://doi.org/10.3390/rs9060522

Compressive Sensing and DVB-T-Based Passive Coherent Location

Cristofani, E, Mahfoudia, O, Becquaert, M, Neyt, X, Horlin, F, Deligiannis, N, Stiens, J & Vandewal, M 2017, Compressive Sensing and DVB-T-Based Passive Coherent Location. in 26th URSI Benelux Forum. URSI, pp. 1-2, 26th URSI Benelux Forum, Brusssels, Belgium, 16/02/17. <http://www.sic.rma.ac.be/~ecristof/CS/CristofaniURSI17.pdf>

Compressed Sensing SAR Through-the-Wall Imaging with Side Information

Becquaert, M, Cristofani, E, Vandewal, M, Stiens, J & Deligiannis, N 2017, Compressed Sensing SAR Through-the-Wall Imaging with Side Information. in 26th URSI Benelux Forum. URSI, 26th URSI Benelux Forum, Brusssels, Belgium, 16/02/17. <http://www.sic.rma.ac.be/~ecristof/CS/BecquaertURSI17.pdf>

Distributed Data Aggregation and Compression for 5G Virtual RAN IoT Sensor Applications

Deligiannis, N & Louvros, S 2017, Distributed Data Aggregation and Compression for 5G Virtual RAN IoT Sensor Applications. in 5G Radio Access Networks: Centralized RAN, Cloud-RAN and Virtualization of Small Cells. First edn, 10, CRC Press, pp. 227-262.

 
2014 
The No-Rate-Loss Property of Wyner-Ziv Coding in the Z-Channel Correlation Case

Deligiannis, N, Sechelea, A, Munteanu, A & Cheng, S 2014, 'The No-Rate-Loss Property of Wyner-Ziv Coding in the Z-Channel Correlation Case', Communications Letters, IEEE, vol. 18, no. 10, pp. 1675-1678.

 
2013 
Demo: Depth estimation for 1K-pixel stereo visual sensors

Hanca, J, Verbist, F, Deligiannis, N, Kleihorst, R & Munteanu, A 2013, Demo: Depth estimation for 1K-pixel stereo visual sensors. in ACM/IEEE International Conference on Distributed Smart Cameras, ICDSC2013. IEEE, Distributed Smart Cameras (ICDSC), 2013 Seventh International Conference on, Palm Springs, United States, 29/10/13.

 
2012 
Symmetric Scalable Multiple Description Scalar Quantization

Satti, S, Deligiannis, N, Munteanu, A, Schelkens, P & Cornelis, J 2012, 'Symmetric Scalable Multiple Description Scalar Quantization', IEEE Transactions on Signal Processing, vol. 60, no. July 2012, pp. 3628-3643. <http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6172251>

Maximum likelihood motion compensation for distributed video coding

Verbist, F, Deligiannis, N, Jacobs, M, Barbarien, J, Schelkens, P & Munteanu, A 2012, 'Maximum likelihood motion compensation for distributed video coding', Integrated Computer-Aided Engineering, vol. 19, no. 3, pp. 215-227.

 
2011 
Efficient hash-driven Wyner-Ziv video coding for visual sensors

Deligiannis, N, Jacobs, M, Verbist, F, Slowack, J, Barbarien, J, Van De Walle, R, Schelkens, P & Munteanu, A 2011, Efficient hash-driven Wyner-Ziv video coding for visual sensors. in ACM/IEEE International Conference on Distributed Smart Cameras, ICDSC2011. Unknown, 1/08/11.

Demo: Distributed video coding applications in wireless multimedia sensor networks

Jacobs, M, Deligiannis, N, Verbist, F, Slowack, J, Barbarien, J, Van De Walle, R, Schelkens, P & Munteanu, A 2011, Demo: Distributed video coding applications in wireless multimedia sensor networks. in ACM/IEEE International Conference on Distributed Smart Cameras, ICDSC2011. IEEE, Unknown, 1/08/11.

Joint DC coefficient band decoding and motion estimation in Wyner-Ziv video coding

Deligiannis, N, Jacobs, M, Barbarien, J, Verbist, F, Skorupa, J, Van De Walle, R, Skodras, A, Schelkens, P & Munteanu, A 2011, Joint DC coefficient band decoding and motion estimation in Wyner-Ziv video coding. in IEEE International Conference on Digital Signal Processing, DSP 2011. IEEE Signal Processing Society, Corfu, Greece, Unknown, 1/07/11.

Correlation Noise Estimation in Distributed Video Coding

Slowack, J, Skorupa, J, Mys, S, Deligiannis, N, Lambert, P, Munteanu, A & Van De Walle, R 2011, Correlation Noise Estimation in Distributed Video Coding. in S Radhakrishnan (ed.), Effective Video Coding for Multimedia Applications. InTech, pp. 133-156. <http://www.intechopen.com/books/show/title/effective-video-coding-for-multimedia-applications>

 
2009 
Spatial-domain unidirectional DVC with side-information dependent correlation channel estimation

Deligiannis, N, Munteanu, A, Clerckx, T, Cornelis, J & Schelkens, P 2009, Spatial-domain unidirectional DVC with side-information dependent correlation channel estimation. in International Conference on Digital Signal Processing, DSP, Santorini, Greece, 5-7 July, 2009.. IEEE, Finds and Results from the Swedish Cyprus Expedition: A Gender Perspective at the Medelhavsmuseet, Stockholm, Sweden, 21/09/09.

Correlation channel estimation in pixel-domain distributed video coding

Deligiannis, N, Munteanu, A, Clerckx, T, Cornelis, J & Schelkens, P 2009, Correlation channel estimation in pixel-domain distributed video coding. in International Workshop on Image Analysis for Multimedia Interactive Services, WIAMIS 2009, London, UK, 6-8 May, 2009.. IEEE, pp. 93-96, Finds and Results from the Swedish Cyprus Expedition: A Gender Perspective at the Medelhavsmuseet, Stockholm, Sweden, 21/09/09.

Feedback channel free pixel-domain distributed video coding

Deligiannis, N, Munteanu, A, Schelkens, P & Cornelis, J 2009, Feedback channel free pixel-domain distributed video coding. in Panhellenic Conference on Electronics and Telecommunications, PACET, Patras, Greece, 20-22 March, 2009.. Finds and Results from the Swedish Cyprus Expedition: A Gender Perspective at the Medelhavsmuseet, Stockholm, Sweden, 21/09/09.

Modeling the correlation noise in spatial domain distributed video coding

Deligiannis, N, Munteanu, A, Clerckx, T, Schelkens, P & Cornelis, J 2009, Modeling the correlation noise in spatial domain distributed video coding. in J Storer & M Marcellin (eds), IEEE Data Compression Conference, DCC, Snowbird, UT, 16-18 March, 2009.. IEEE Computer Society Press, pp. 443-443, Finds and Results from the Swedish Cyprus Expedition: A Gender Perspective at the Medelhavsmuseet, Stockholm, Sweden, 21/09/09.

 
 
Distributed coding of endoscopic video

Deligiannis, N, Verbist, F, Barbarien, J, Slowack, J, Van De Walle, R, Schelkens, P & Munteanu, A 2011, Distributed coding of endoscopic video. in IEEE International Conference on Image Processing, ICIP2011. IEEE Signal Processing Society, pp. 1853-1856, Unknown, 1/09/11.