Signal Processing and Recognition
The SPR Lab aims at developing research revolving around the design of smart computerized signal/image processing and recognition systems.
Publications
20 publications for 4 currently enrolled students
A Novel Statistical-based Aggregation Technique for Automatic Covid-19 LUS Data Scoring
Afrakhteh, Sajjad; Khan, Umair; Mento, Federico; Fatima, Noreen; De Rosa, Laura; Tursi, Francesco; Smargiassi, Andrea; Inchingolo, Riccardo; Perrone, Tiziano; Iacca, Giovanni; Demi, Libertario
in , Trento, Italy: University of Trento, Italy, 2023. Proceedings of: International Lung Ultrasound Symposium (ILUS), Trento, Italy, 10-12 July 2023. - Publication URL
[other topics: Remote and Distributed Sensing
Investigating effective transfer of deep learning models from adults to children for lung ultrasound data analysis
Thompson, Russell; Khan, Umair; Li, Jason; Etter, P. Lauren; Camello, Ingrid; Pieciak, C; Rachel, ; Castro-Aragon, Ilse; Setty, Bindu; Gill, C. Gill; Demi, Libertario; Betke, Margrit
in 2023 IEEE International Ultrasonics Symposium (IUS), Montreal, QC, Canada: IEEE, 2023. Proceedings of: 2023 IEEE International Ultrasonics Symposium (IUS), Montreal, QC, Canada, 3rd September - 8th September 2023. - DOI: 10.1109/IUS51837.2023.10306962
[other topics: Remote and Distributed Sensing
A Novel Weighted Majority Voting-Based Ensemble Framework for Lung Ultrasound Pattern Classification in Pneumonia Patients
Khan, Umair; Smargiassi, Andrea; Inchingolo, Riccardo; Demi, Libertario
in 2023 IEEE International Ultrasonics Symposium (IUS), Montreal Canada: IEEE, 2023. Proceedings of: IEEE Symposium (IUS) Ultrasonics, Montreal, QC, Canada, 3rd September - 8th September 2023. - DOI: 10.1109/IUS51837.2023.10308194
[other topics: Remote and Distributed Sensing
Lung ultrasound patterns analysis at video and prognostic level in a resource-constrained setting
Khan, Umair; Afrakhteh, Sajjad; Mento, Federico; Smargiassi, Andrea; Inchingolo, Riccardo; Tursi, Francesco; Narvena, Veronica; Perrone, Tiziano; Iacca, Giovanni; Demi, Libertario
in 2023 IEEE International Ultrasonics Symposium (IUS), Montreal Canada: IEEE, 2023. Proceedings of: IEEE Symposium (IUS) Ultrasonics, Montreal, QC, Canada, 3rd September - 8th September 2023. - DOI: 10.1109/IUS51837.2023.10306694
[other topics: Remote and Distributed Sensing
Can Data from One Medical Center be Enough to Generalize Lung Ultrasound Pattern Classification? A Multi-Center Domain Generalization Study
Khan, Umair; Torri, Elena; Smargiassi, Andrea; Inchingolo, Riccardo; Demi, Libertario
in 2023 IEEE International Ultrasonics Symposium (IUS), Montreal Canada: IEEE, 2023. Proceedings of: IEEE Symposium (IUS) Ultrasonics, Montreal, QC, Canada, 3rd September - 8th September 2023. - DOI: 10.1109/IUS51837.2023.10307947
[other topics: Remote and Distributed Sensing
Coronavirus disease 2019 patients prognostic stratification based on low complex lung ultrasound video compression
Khan, Umair; Afrakhteh, Sajjad; Mento, Federico; Smargiassi, Andrea; Inchingolo, Riccardo; Tursi, Francesco; Narvena, Veronica; Perrone, Tiziano; Iacca, Giovanni; Demi, Libertario
in ASA meetings, Chicago: ASA, 2023, p. A189-A189. - (THE JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA; 3_supplement). Proceedings of: ASA meeting, Chicago, 2023. - DOI: 10.1121/10.0018617
[other topics: Remote and Distributed Sensing
Effectiveness of transferring ultrasound deep learning models from adults to pediatrics for frame based pneumonia classification
Thompson, Russell; Khan, Umair; Li, Jason; Etter, Lauren; Camelo, Ingrid; Pieciak, Rachel; Castro-Aragon, Ilse; Setty, Bindu; Gill, Christopher; Demi, Libertario; Betke, Margrit
in ASA meetings, Chicago: ASA, 2023, p. A189-A189. - (THE JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA; 3_supplement). Proceedings of: ASA meeting, Chicago, 2023. - DOI: 10.1121/10.0018616
[other topics: Remote and Distributed Sensing
Benchmark methodological approach for the application of artificial intelligence to lung ultrasound data from COVID-19 patients: From frame to prognostic-level
Khan, Umair; Afrakhteh, Sajjad; Mento, Federico; Fatima, Noreen; De Rosa, Laura; Custode, Leonardo Lucio; Azam, Zihadul; Torri, Elena; Soldati, Gino; Tursi, Francesco; Macioce, Veronica Narvena; Smargiassi, Andrea; Inchingolo, Riccardo; Perrone, Tiziano; Iacca, Giovanni; Demi, Libertario
in ULTRASONICS, v. 2023, (2023), p. 106994. - DOI: 10.1016/j.ultras.2023.106994
[other topics: Remote and Distributed Sensing
GPU-ACCELERATED SIFT-AIDED SOURCE IDENTIFICATION OF STABILIZED VIDEOS
Montibeller, A.; Pasquini, C.; Boato, G.; Dell'Anna, S.; Perez-Gonzalez, F.
in 2022 IEEE International Conference on Image Processing Proceedings, Piscataway, NJ USA: IEEE, 2022, p. 2616-2620. - (PROCEEDINGS - INTERNATIONAL CONFERENCE ON IMAGE PROCESSING). - ISBN: 978-1-6654-9620-9. Proceedings of: ICIP, Bordeaux, 16-19 ottobre 2022. - Publication URL . - DOI: 10.1109/ICIP46576.2022.9897579
[other topics: Multimedia Signal Processing and Understanding
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: Multimedia Signal Processing and Understanding
Automatic Scoring of COVID-19 LUS Videos Using Cross-correlation-Based Features Aggregated from Frame-Level Confidence Levels Obtained by a Pre-trained Deep Neural Network
Afrakhteh, Sajjad; Mento, Federico; Khan, Umair; De Rosa, Laura; Fatima, Noreen; Azam, Zihadul; Tursi, Francesco; Smargiassi, Andrea; Inchingolo, Riccardo; Perrone, Tiziano; Iacca, Giovanni; Demi, Libertario
in IEEE IUS 2022, Venezia: IEEE, 2022, p. 1-3. - ISBN: 978-1-6654-6657-8. Proceedings of: IEEE IUS, Venice, 2022. - DOI: 10.1109/IUS54386.2022.9957194
[other topics: Remote and Distributed Sensing
Impact of pixel, intensity, & temporal resolution on automatic scoring of LUS from Coronavirus disease 2019 patients
Khan, Umair; Mento, Federico; Giacomaz, Lucrezia Nicolussi; Trevisan, Riccardo; Demi, Libertario; Smargiassi, Andrea; Inchingolo, Riccardo; Perrone, Tiziano
in POMA, Denver: ASA, 2022, p. 020003. - (PROCEEDINGS OF MEETINGS ON ACOUSTICS). Proceedings of: ASA meetings, Denver, 2022. - DOI: 10.1121/2.0001612
[other topics: Remote and Distributed Sensing
Gender Recognition from 3D Shape Parameters
Martinelli, G.; Garau, N.; Conci, N.
in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Cham, Svizzera: Springer Science and Business Media Deutschland GmbH, 2022, p. 203-214. - (LECTURE NOTES IN COMPUTER SCIENCE). - ISBN: 978-3-031-13323-7. Proceedings of: 21st International Conference on Image Analysis and Processing , ICIAP 2022, ita, 2022. - Publication URL . - DOI: 10.1007/978-3-031-13324-4_18
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: Multimedia Signal Processing and Understanding
State of the Art in Lung Ultrasound, Shifting from Qualitative to Quantitative Analyses
Mento, Federico; Khan, Umair; Faita, Francesco; Smargiassi, Andrea; Inchingolo, Riccardo; Perrone, Tiziano; Demi, Libertario
in ULTRASOUND IN MEDICINE AND BIOLOGY, v. 2022, (2022). - DOI: 10.1016/j.ultrasmedbio.2022.07.007
[other topics: Remote and Distributed Sensing
Multicenter Study on Lung Ultrasound COVID-19 and Post-COVID-19 Patients and On the Impact of Pixel Resolution on Automated Scoringof Lung Ultrasound Images From COVID-19 Patients
Demi, Libertario; Mento, Federico; Khan, Umair; Nicolussi, Lucrezia; Smargiassi, Andrea; Inchigolo, Riccardo; Perrone, Tiziano
in AIUM Proceedings, San Diego: AIUM, 2022. - (JOURNAL OF ULTRASOUND IN MEDICINE; S1). Proceedings of: AIUM, San Diego, 2022. - DOI: 10.1002/jum.16028
[other topics: Remote and Distributed Sensing
On the impact of pixel resolution on automated scoring of lung ultrasound images from coronavirus disease 2019 patients
Khan, Umair; Mento, Federico; Giacomaz, Lucrezia N.; Trevisan, Riccardo; Smargiassi, Andrea; Inchingolo, Riccardo; Perrone, Tiziano; Demi, Libertario
in ASA meetings, Denver: ASA, 2022, p. A112-A112. - (THE JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA; 4). Proceedings of: ASA meeting, Denver, 2022. - DOI: 10.1121/10.0010819
[other topics: Remote and Distributed Sensing
Deep Learning-based Classification of Reduced Lung Ultrasound Data from COVID-19 Patients
Khan, Umair; Mento, Federico; Giacomaz, Lucrezia Nicolussi; Trevisan, Riccardo; Smargiassi, Andrea; Inchingolo, Riccardo; Perrone, Tiziano; Demi, Libertario
in IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL, v. 2022, (2022), p. 1-1. - DOI: 10.1109/TUFFC.2022.3161716
[other topics: Remote and Distributed Sensing
PanopTOP: A framework for generating viewpoint-invariant human pose estimation datasets
Garau, N.; Martinelli, G.; Brodka, P.; Bisagno, N.; Conci, N.
in Proceedings of the IEEE International Conference on Computer Vision, Piscataway NJ: Institute of Electrical and Electronics Engineers Inc., 2021, p. 234-242. - (... IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION WORKSHOPS). - ISBN: 978-1-6654-0191-3. Proceedings of: 18th IEEE/CVF International Conference on Computer Vision Workshops, ICCVW 2021, virtual, 11-17 October 2021. - Publication URL . - DOI: 10.1109/ICCVW54120.2021.00031
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: Multimedia Signal Processing and Understanding
