Multimedia Signal Processing and Understanding | Doctoral Program - Information Engineering and Computer Science

Multimedia Signal Processing and Understanding

The Multimedia Signal Processing and Understanding Lab (MM-Lab) deals with the most relevant aspects of multimedia data processing, focusing on both theoretical and application-driven research. Since media can be considered as the technological extensions of human capabilities, particular attention is paid to smart multimedia data management, analysis, transmission and protection, and to those applications where ambient intelligence can provide advanced services beyond human limitations.

 

Publications

7 publications for 3 currently enrolled students

A Unified Simulation Framework for Visual and Behavioral Fidelity in Crowd Analysis
Bisagno, Niccolò; Garau, Nicola; Stefani, Antonio Luigi; Conci, Nicola 2023

Visual Question Generation from Remote Sensing Images
Bashmal, L; Bazi, Y; Melgani, F; Ricci, R; Al Rahhal, M. M; Zuair, M in IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, v. 16, (2023), p. 3279-3293. - Publication URL . - DOI: 10.1109/JSTARS.2023.3261361

Robust Image Captioning with Post-Generation Ensemble Method
Ricci, R; Melgani, F; Marcato Junior, J; Goncalves, W. N in IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2023, New York, USA: IEEE, 2023, p. 5234-5237. - (IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM PROCEEDINGS). - ISBN: 979-8-3503-2010-7. Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2023, Pasadena, USA, 16-21, July 2023. - Publication URL . - DOI: 10.1109/IGARSS52108.2023.10281769

SinGAN-3D: towards unconditioned 3D shapes generation
Sambugaro, Zeno; Merlin, Marco; Conci, Nicola in IVMSP 2022 - 2022 IEEE 14th Image, Video, and Multidimensional Signal Processing Workshop, piscataway NJ: Institute of Electrical and Electronics Engineers Inc., 2022, p. 1-5. - ISBN: 978-1-6654-7822-9. Proceedings of: 14th IEEE Image, Video, and Multidimensional Signal Processing Workshop, IVMSP 2022, grc, 2022. - DOI: 10.1109/IVMSP54334.2022.9816357
[other topics: Signal Processing and Recognition

TrueFace: a Dataset for the Detection of Synthetic Face Images from Social Networks
Boato, G.; Pasquini, C.; Stefani, A. L.; Verde, S.; Miorandi, D. in Proceeding of International Joint Conference on Biometrics 2022, Piscataway, NJ USA: IEEE, 2022, p. 1-7. - ISBN: 978-1-6654-6394-2. Proceedings of: International Joint Conference on Biometrics, Abu Dhabi, United Arab Emirates, 10-13 october 2022. - Publication URL . - DOI: 10.1109/IJCB54206.2022.10007988

Interpretable part-whole hierarchies and conceptual-semantic relationships in neural networks
Garau, N.; Bisagno, N.; Sambugaro, Z.; Conci, N. in Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1264 USA: IEEE Computer Society, 2022, p. 13679-13688. - (PROCEEDINGS IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION). - ISBN: 978-1-6654-6946-3. Proceedings of: 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2022, New Orleans, LA, USA, 18-24 June 2022. - Publication URL . - DOI: 10.1109/CVPR52688.2022.01332
[other topics: Signal Processing and Recognition

Out-of-Distribution Detection Using Union of 1-Dimensional Subspaces
Zaeemzadeh, A.; Bisagno, N.; Sambugaro, Z.; Conci, N.; Rahnavard, N.; Shah, M. in Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1264 USA: IEEE Computer Society, 2021, p. 9447-9456. - (PROCEEDINGS IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION). - ISBN: 978-1-6654-4509-2. Proceedings of: 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2021, Nashville, TN, USA, 20-25 June 2021. - Publication URL . - DOI: 10.1109/CVPR46437.2021.00933
[other topics: Signal Processing and Recognition

 

Students

Ricci, Riccardoriccardo.ricci-1 [at] unitn.itwebpage
Sambugaro, Zenozeno.sambugaro [at] unitn.itwebpage
Stefani, Antonio Luigiantonioluigi.stefani [at] unitn.itwebpage