Deep and Structured Machine Learning | Doctoral Program - Information Engineering and Computer Science

Deep and Structured Machine Learning

This research area addresses the development of machine learning techniques and systems for reasoning over complex domains involving multiple entities, relationships and constraints. The complexity of the information to be processed and of the tasks to be addressed calls for the design of elaborate architectures and advances in fields such as deep and statistical relational learning, structured prediction, multi-task learning, etc. Prototypical and main application domains are Computer Vision and Multimedia, Natural Language Processing, and Bioinformatics.
The Deep and Structured Machine Learning Research Program gathers the following research groups:

 

Publications

71 publications for 31 currently enrolled students

Let's ViCE! Mimicking Human Cognitive Behavior in Image Generation Evaluation
Betti, Federico; Staiano, Jacopo; Baraldi, Lorenzo; Baraldi, Lorenzo; Cucchiara, Rita; Sebe, Nicu in MM '23: Proceedings of the 31st ACM International Conference on Multimedia, New York: ACM, 2023, p. 9306-9312. - ISBN: 9798400701085. Proceedings of: ACM Multimedia, Ottawa, Canada, October 2023. - DOI: 10.1145/3581783.3612706

Synthesizing explainable counterfactual policies for algorithmic recourse with program synthesis
De Toni, G.; Lepri, B.; Passerini, A. in MACHINE LEARNING, v. 2023, (2023). - DOI: 10.1007/s10994-022-06293-7

Disentangle Saliency Detection into Cascaded Detail Modeling and Body Filling
Song, Y.; Tang, H.; Sebe, N.; Wang, W. in ACM TRANSACTIONS ON MULTIMEDIA COMPUTING, COMMUNICATIONS AND APPLICATIONS, v. 19, n. 1 (2023), p. 701-715. - Publication URL . - DOI: 10.1145/3513134

On the Eigenvalues of Global Covariance Pooling for Fine-Grained Visual Recognition
Song, Y.; Sebe, N.; Wang, W. in IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, v. 45, n. 3 (2023), p. 3554-3566. - DOI: 10.1109/TPAMI.2022.3178802

Overlap-guided Gaussian Mixture Models for Point Cloud Registration
Mei, G.; Poiesi, F.; Saltori, C.; Zhang, J.; Ricci, E.; Sebe, N. in Proceedings - 2023 IEEE Winter Conference on Applications of Computer Vision, WACV 2023, Piscataway, NJ USA: Institute of Electrical and Electronics Engineers Inc., 2023, p. 4500-4509. - ISBN: 978-1-6654-9346-8. Proceedings of: 23rd IEEE/CVF Winter Conference on Applications of Computer Vision, WACV 2023, Waikoloa, HI, USA, 02-07 January, 2023. - Publication URL . - DOI: 10.1109/WACV56688.2023.00449

Fast Differentiable Matrix Square Root and Inverse Square Root
Song, Y.; Sebe, N.; Wang, W. in IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, v. 45, n. 6 (2023), p. 7367-7380. - Publication URL . - DOI: 10.1109/TPAMI.2022.3216339

Orthogonal SVD Covariance Conditioning and Latent Disentanglement
Song, Y.; Sebe, N.; Wang, W. in IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, v. 45, n. 7 (2023), p. 8773-8786. - Publication URL . - DOI: 10.1109/TPAMI.2022.3228979

Object-aware Gaze Target Detection
Tonini, Francesco; Dall'Asen, Nicola; Beyan, Cigdem; Ricci, Elisa in IEEE/CVF International Conference on Computer Vision (ICCV), Paris: IEEE, 2023. Proceedings of: IEEE/CVF ICCV, paris, 2th Oct 2023 – 6th Oct 2023

Unleashing the Transferability Power of Unsupervised Pre-Training for Emotion Recognition in Masked and Unmasked Facial Images
Dinca, Moreno; Beyan, Cigdem; Niewiadomski, Radoslaw; Barattin, Simone; Sebe, Nicu in IEEE ACCESS, v. 2023, 11, (2023), p. 90876-90890. - Publication URL . - DOI: 10.1109/ACCESS.2023.3308047

Interactive Neural Painting
Peruzzo, E.; Menapace, W.; Goel, V.; Arrigoni, F.; Tang, H.; Xu, X.; Chopikyan, A.; Orlov, N.; Hu, Y.; Shi, H.; Sebe, N.; Ricci, E. in COMPUTER VISION AND IMAGE UNDERSTANDING, v. 235, (2023), p. 103778. - DOI: 10.1016/j.cviu.2023.103778
[other topic: Machine Learning and Intelligent Optimization; Language, Speech and Interaction

The MONET dataset: Multimodal drone thermal dataset recorded in rural scenarios
Riz, L.; Caraffa, A.; Bortolon, M.; Mekhalfi, M. L.; Boscaini, D.; Moura, A.; Antunes, J.; Dias, A.; Silva, H.; Leonidou, A.; Constantinides, C.; Keleshis, C.; Abate, D.; Poiesi, F. in IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, Vancouver;: IEEE Computer Society, 2023, p. 2546-2554. - (IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION WORKSHOPS). - ISBN: 979-8-3503-0249-3. Proceedings of: 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2023, can, 2023. - DOI: 10.1109/CVPRW59228.2023.00253

Adaptation of Student Behavioural Routines during COVID-19: A Multimodal Approach
Girardini, Nicolò A.; Centellegher, Simone; Passerini, Andrea; Bison, Ivano; Giunchiglia, Fausto; Lepri, Bruno in 9th International Conference on Computational Social Science, 2023. Proceedings of: iC2S2, Copenhagen, Denmark, July 17-20, 2023. - Publication URL

DH-FBK at HODI: Multi-Task Learning with Classifier Ensemble Agreement, Oversampling and Synthetic Data
Leonardelli, E.; Casula, C. in CEUR Workshop Proceedings, Parma: CEUR-WS, 2023. - (CEUR WORKSHOP PROCEEDINGS). Proceedings of: 8th Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop, EVALITA 2023, ita, 2023
[other topics: Language, Speech and Interaction

Masked Jigsaw Puzzle: A Versatile Position Embedding for Vision Transformers
Ren, B.; Liu, Y.; Song, Y.; Bi, W.; Cucchiara, R.; Sebe, N.; Wang, W. in Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, New York: IEEE Computer Society, 2023, p. 20382-20391. - (PROCEEDINGS IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION). - ISBN: 979-8-3503-0129-8. Proceedings of: 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2023, can, 2023. - DOI: 10.1109/CVPR52729.2023.01952

VM-NeRF: Tackling Sparsity in NeRF with View Morphing
Bortolon, Matteo; Del Bue, Alessio; Poiesi, Fabio in Conference proceedings Image Analysis and Processing – ICIAP 2023, Heidelberg;: Springer Nature, 2023, p. 63-74. - (LECTURE NOTES IN COMPUTER SCIENCE). - ISBN: 978-3-031-43152-4. Proceedings of: ICIAP, Udine, 11 Settembre 2023. - DOI: 10.1007/978-3-031-43153-1_6

Latent Traversals in Generative Models as Potential Flows
Song, Y.; Keller, A.; Sebe, N.; Welling, M. in Proceedings of Machine Learning Research, New York: ML Research Press, 2023, p. 32288-32303. - (PROCEEDINGS OF MACHINE LEARNING RESEARCH). Proceedings of: 40th International Conference on Machine Learning, ICML 2023, usa, 2023

Dynamically Instance-Guided Adaptation: A Backward-free Approach for Test-Time Domain Adaptive Semantic Segmentation
Wang, Wei; Zhong, Zhun; Wang, Weijie; Chen, Xi; Ling, Charles; Wang, Boyu; Sebe, Nicu in IEEE/CVF Conference on Computer Vision and Pattern Recognition, New York: IEEE, 2023, p. 24090-24099. - ISBN: 979-8-3503-0129-8. Proceedings of: IEEE/CVF Conference on Computer Vision and Pattern Recognition, Vancouver, Canada, June 2023. - DOI: 10.1109/CVPR52729.2023.02307

Compositional Semantic Mix for Domain Adaptation in Point Cloud Segmentation
Saltori, C.; Galasso, F.; Fiameni, G.; Sebe, N.; Poiesi, F.; Ricci, E. in IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, v. 45, n. 12 (2023), p. 14234-14247. - DOI: 10.1109/TPAMI.2023.3310261

Fast Differentiable Matrix Square Root
Song, Yue; Sebe, Niculae; Wang, Wei in International Conference on Learning Representation (ICLR’22), S.l.: Openreview, 2022, p. 1-19. Proceedings of: The Tenth International Conference on Learning Representations (ICLR’22), virtual, 25- 29 April, 2022. - Publication URL

Unsupervised Domain Adaptation for Video Transformers in Action Recognition
da Costa, Victor G. Turrisi; Zara, Giacomo; Rota, Paolo; Oliveira-Santos, Thiago; Sebe, Nicu; Murino, Vittorio; Ricci, Elisa in International Conference on Pattern Recognition, New York: IEEE, 2022, p. 1258-1265. - (PROCEEDINGS INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION). - ISBN: 978-1-6654-9062-7. Proceedings of: 26th International Conference on Pattern Recognition (ICPR), Montreal, 2022. - Publication URL . - DOI: 10.1109/ICPR56361.2022.9956679

Batch-Efficient EigenDecomposition for Small and Medium Matrices
Song, Yue; Sebe, Nicu; Wang, Wei in Computer Vision – ECCV 2022 17th European Conference, Cham, Svizzera: Springer, 2022, p. 583-599. - (LECTURE NOTES IN COMPUTER SCIENCE). - ISBN: 978-3-031-20049-6. Proceedings of: European Conference on Computer Vision (ECCV) 2022, Tel AvivI, Israel, 23–27 October 2022. - Publication URL . - DOI: 10.1007/978-3-031-20050-2_34

Improving Covariance Conditioning of the SVD Meta-layer by Orthogonality
Song, Yue; Sebe, Nicu; Wang, Wei in European Conference on Computer Vision (ECCV), Cham: Springer, 2022, p. 356-372. - (LECTURE NOTES IN COMPUTER SCIENCE). - ISBN: 978-3-031-20052-6. Proceedings of: European Conference on Computer Vision (ECCV) 2022 17th European Conference, Tel AvivI, Israel, 23–27 October 2022. - Publication URL . - DOI: 10.1007/978-3-031-20053-3_21

CoSMix: Compositional Semantic Mix for Domain Adaptation in 3D LiDAR Segmentation
Saltori, Cristiano; Galasso, Fabio; Fiameni, Giuseppe; Sebe, Nicu; Ricci, Elisa; Poiesi, Fabio in European Conference on Computer Vision (ECCV), Heidelberg: Springer, 2022, p. 586-602. - (LECTURE NOTES IN COMPUTER SCIENCE). - ISBN: 978-3-031-19826-7. Proceedings of: European Conference on Computer Vision (ECCV), Tel Aviv, 2022. - Publication URL . - DOI: 10.1007/978-3-031-19827-4_34

GIPSO: Geometrically Informed Propagation for Online Adaptation in 3D LiDAR Segmentation
Saltori, Cristiano; Krivosheev, Evgeny; Lathuiliére, Stéphane; Sebe, Nicu; Galasso, Fabio; Fiameni, Giuseppe; Ricci, Elisa; Poiesi, Fabio in European Conference on Computer Vision (ECCV), Heidelberg: Springer, 2022, p. 567-585. - (LECTURE NOTES IN COMPUTER SCIENCE). - ISBN: 978-3-031-19826-7. Proceedings of: European Conference on Computer Vision (ECCV), Tel Aviv, 23-27 October 2022. - Publication URL . - DOI: 10.1007/978-3-031-19827-4_33

RankFeat: Rank-1 Feature Removal for Out-of-distribution Detection
Song, Y.; Sebe, N.; Wang, W. in Advances in Neural Information Processing Systems 35 (NeurIPS 2022), San Diego, CA: NeurIPS, 2022, p. 1-14. - (ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS). - ISBN: 9781713871088. Proceedings of: 36th Conference on Neural Information Processing Systems (NeurIPS 2022), New Orleans, 29 November 9 December, 2022. - Publication URL

Data Augmentation-free Unsupervised Learning for 3D Point Cloud Understanding
Mei, G.; Saltori, C.; Poiesi, F.; Zhang, J.; Ricci, E.; Sebe, N.; Wu, Q. in British Machine Vision Conference (BMVC’22), UK: BMVA, 2022. Proceedings of: British Machine Vision Conference (BMVC’22), London, 2022. - Publication URL

Multimodal Across Domains Gaze Target Detection
Tonini, Francesco; Beyan, Cigdem; Ricci, Elisa in The 24th ACM International Conference on Multimodal Interaction (ICMI 2022), New York, USA: ACM, 2022, p. 420-431. - ISBN: 9781450393904. Proceedings of: ACM ICMI, Bengaluru (Bangalore), India (HYBRID), 7-11 November 2022. - Publication URL . - DOI: 10.1145/3536221.3556624

Class-Incremental Novel Class Discovery
Roy, Subhankar; Liu, Mingxuan; Zhong, Zhun; Sebe, Nicu; Ricci, Elisa in European Conference on Computer Vision (ECCV), Heidelberg: Springer, 2022, p. 317-333. - (LECTURE NOTES IN COMPUTER SCIENCE). - ISBN: 978-3-031-19826-7. Proceedings of: European Conference on Computer Vision (ECCV), Tel Aviv, 23-27 October 2022. - Publication URL . - DOI: 10.1007/978-3-031-19827-4_19

Efficient yet Competitive Speech Translation: FBK@IWSLT2022
Gaido, Marco; Papi, Sara; Fucci, Dennis; Fiameni, Giuseppe; Negri, Matteo; Turchi, Marco in Proceedings of the 19th International Conference on Spoken Language Translation (IWSLT 2022), Dublin, Ireland (in-person and online): Association for Computational Linguistics (ACL), 2022, p. 177-189. - ISBN: 978-1-955917-41-4. Proceedings of: 19th International Conference on Spoken Language Translation, IWSLT 2022, Dublin, Ireland (in-person and online), 26-27, May 2022. - Publication URL . - DOI: 10.18653/v1/2022.iwslt-1.13
[other topics: Language, Speech and Interaction

Over-Generation Cannot Be Rewarded: Length-Adaptive Average Lagging for Simultaneous Speech Translation
Papi, S.; Gaido, M.; Negri, M.; Turchi, M. in Proceedings of the Third Workshop on Automatic Simultaneous Translation, Online: Association for Computational Linguistics, 2022, p. 12-17. Proceedings of: Third Workshop on Automatic Simultaneous Translation, Online, July 15, 2022. - Publication URL . - DOI: 10.18653/v1/2022.autosimtrans-1.2

Dodging the Data Bottleneck: Automatic Subtitling with Automatically Segmented ST Corpora
Papi, Sara; Karakanta, Alina; Negri, Matteo; Turchi, Marco in Proceedings of the 2nd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 12th International Joint Conference on Natural Language Processing (Volume 2: Short Papers), Stroudsburg, PA USA: Association for Computational Linguistics, 2022, p. 480-487. - ISBN: 978-1-955917-64-3. Proceedings of: AACL | IJCNLP 2022, Online, 20-23 November, 2022. - Publication URL

3D-Aware Semantic-Guided Generative Model for Human Synthesis
Zhang, Jichao; Sangineto, Enver; Tang, Hao; Siarohin, Aliaksandr; Zhong, Zhun; Sebe, Nicu; Wang, Wei in European Conference on Computer Vision (ECCV), Cham: Springer, 2022, p. 339-356. - (LECTURE NOTES IN COMPUTER SCIENCE). - ISBN: 978-3-031-19783-3. Proceedings of: European Conference on Computer Vision (ECCV) 17th European Conference, Tel AvivI, Israel, 23–27 October 2022. - Publication URL . - DOI: 10.1007/978-3-031-19784-0_20

Constraints on Higgs boson production with large transverse momentum using H →b b ¯ decays in the ATLAS detector
Aad, G.; Abbott, B.; Abbott, D. C.; Abed Abud, A.; Abeling, K.; Abhayasinghe, D. K.; Abidi, S. H.; Aboulhorma, A.; Abramowicz, H.; Abreu, H.; Abulaiti, Y.; Abusleme Hoffman, A. C.; Acharya, B. S.; Achkar, B.; Adam, L.; Adam Bourdarios, C.; Adamczyk, L.; Adamek, L.; Addepalli, S. V.; Adelman, J.; Adiguzel, A.; Adorni, S.; Adye, T.; Affolder, A. A.; Afik, Y.; Agapopoulou, C.; Agaras, M. N.; Agarwala, J.; Aggarwal, A.; Agheorghiesei, C.; Aguilar-Saavedra, J. A.; Ahmad, A.; Ahmadov, F.; Ahmed, W. S.; Ai, X.; Aielli, G.; Aizenberg, I.; Akatsuka, S.; Akbiyik, M.; Akesson, T. P. A.; Akimov, A. V.; Al Khoury, K.; Alberghi, G. L.; Albert, J.; Albicocco, P.; Alconada Verzini, M. J.; Alderweireldt, S.; Aleksa, M.; Aleksandrov, I. N.; Alexa, C.; Alexopoulos, T.; Alfonsi, A.; Alfonsi, F.; Alhroob, M.; Ali, B.; Ali, S.; Aliev, M.; Alimonti, G.; Allaire, C.; Allbrooke, B. M. M.; Allport, P. P.; Aloisio, A.; Alonso, F.; Alpigiani, C.; Alunno Camelia, E.; Alvarez Estevez, M.; Alviggi, M. G.; Amaral Coutinho, Y.; Ambler, A.; Ambroz, L.; Amelung, C.; Amidei, D.; Amor Dos Santos, S. P.; Amoroso, S.; Amos, K. R.; Amrouche, C. S.; Ananiev, V.; Anastopoulos, C.; Andari, N.; Andeen, T.; Anders, J. K.; Andrean, S. Y.; Andreazza, A.; Angelidakis, S.; Angerami, A.; Anisenkov, A. V.; Annovi, A.; Antel, C.; Anthony, M. T.; Antipov, E.; Antonelli, M.; Antrim, D. J. A.; Anulli, F.; Aoki, M.; Aparisi Pozo, J. A.; Aparo, M. A.; Aperio Bella, L.; Aranzabal, N.; Araujo Ferraz, V.; Arcangeletti, C.; Arce, A. T. H.; Arena, E.; Arguin, J. -F.; Argyropoulos, S.; Arling, J. -H.; Armbruster, A. J.; Armstrong, A.; Arnaez, O.; Arnold, H.; Arrubarrena Tame, Z. P.; Artoni, G.; Asada, H.; Asai, K.; Asai, S.; Asbah, N. A.; Asimakopoulou, E. M.; Asquith, L.; Assahsah, J.; Assamagan, K.; Astalos, R.; Atkin, R. J.; Atkinson, M.; Atlay, N. B.; Atmani, H.; Atmasiddha, P. A.; Augsten, K.; Auricchio, S.; Austrup, V. A.; Avner, G.; Avolio, G.; Ayoub, M. K.; Azuelos, G.; Babal, D.; Bachacou, H.; Bachas, K.; Bachiu, A.; Backman, F.; Badea, A.; Bagnaia, P.; Bahrasemani, H.; Bailey, A. J.; Bailey, V. R.; Baines, J. T.; Bakalis, C.; Baker, O. K.; Bakker, P. J.; Bakos, E.; Bakshi Gupta, D.; Balaji, S.; Balasubramanian, R.; Baldin, E. M.; Balek, P.; Ballabene, E.; Balli, F.; Baltes, L. M.; Balunas, W. K.; Balz, J.; Banas, E.; Bandieramonte, M.; Bandyopadhyay, A.; Bansal, S.; Barak, L.; Barberio, E. L.; Barberis, D.; Barbero, M.; Barbour, G.; Barends, K. N.; Barillari, T.; Barisits, M. -S.; Barkeloo, J.; Barklow, T.; Barnett, B. M.; Barnett, R. M.; Baroncelli, A.; Barone, G.; Barr, A. J.; Barranco Navarro, L.; Barreiro, F.; Barreiro Guimaraes Da Costa, J.; Barron, U.; Barsov, S.; Bartels, F.; Bartoldus, R.; Bartolini, G.; Barton, A. E.; Bartos, P.; Basalaev, A.; Basan, A.; Baselga, M.; Bashta, I.; Bassalat, A.; Basso, M. J.; Basson, C. R.; Bates, R. L.; Batlamous, S.; Batley, J. R.; Batool, B.; Battaglia, M.; Bauce, M.; Bauer, F.; Bauer, P.; Bawa, H. S.; Bayirli, A.; Beacham, J. B.; Beau, T.; Beauchemin, P. H.; Becherer, F.; Bechtle, P.; Beck, H. P.; Becker, K.; Becot, C.; Beddall, A. J.; Bednyakov, V. A.; Bee, C. P.; Beermann, T. A.; Begalli, M.; Begel, M.; Behera, A.; Behr, J. K.; Beirao Da Cruz E Silva, C.; Beirer, J. F.; Beisiegel, F.; Belfkir, M.; Bella, G.; Bellagamba, L.; Bellerive, A.; Bellos, P.; Beloborodov, K.; Belotskiy, K.; Belyaev, N. L.; Benchekroun, D.; Benhammou, Y.; Benjamin, D. P.; Benoit, M.; Bensinger, J. R.; Bentvelsen, S.; Beresford, L.; Beretta, M.; Berge, D.; Bergeaas Kuutmann, E.; Berger, N.; Bergmann, B.; Bergsten, L. J.; Beringer, J.; Berlendis, S.; Bernardi, G.; Bernius, C.; Bernlochner, F. U.; Berry, T.; Berta, P.; Berthold, A.; Bertram, I. A.; Bessidskaia Bylund, O.; Bethke, S.; Betti, A.; Bevan, A. J.; Bhatta, S.; Bhattacharya, D. S.; Bhattarai, P.; Bhopatkar, V. S.; Bi, R.; Bi, R.; Bianchi, R. M.; Biebel, O.; Bielski, R.; Biesuz, N. V.; Biglietti, M.; Billoud, T. R. V.; Bindi, M.; Bingul, A.; Bini, C.; Biondi, S.; Biondini, A.; Birch-Sykes, C. J.; Bird, G. in PHYSICAL REVIEW D, v. 105, n. 9 (2022). - DOI: 10.1103/PhysRevD.105.092003
[other topic: Remote and Distributed Sensing; Wireless Technology and Systems

Quasi-equilibrium Feature Pyramid Network for Salient Object Detection
Song, Y.; Tang, H.; Zhao, M.; Sebe, N.; Wang, W. in IEEE TRANSACTIONS ON IMAGE PROCESSING, v. 31, (2022), p. 7144-7153. - Publication URL . - DOI: 10.1109/TIP.2022.3220058

3D-Aware Semantic-Guided Generative Model for Human Synthesis
Zhang, Jichao; Sangineto, Enver; Tang, Hao; Siarohin, Aliaksandr; Zhong, Zhun; Sebe, Nicu; Wang, Wei in European Conference on Computer Vision (ECCV), Cham: Springer, 2022, p. 339-356. - (LECTURE NOTES IN COMPUTER SCIENCE). - ISBN: 978-3-031-19783-3. Proceedings of: European Conference on Computer Vision (ECCV) 17th European Conference, Tel AvivI, Israel, 23–27 October 2022. - Publication URL . - DOI: 10.1007/978-3-031-19784-0_20

Unsupervised High-Resolution Portrait Gaze Correction and Animation
Zhang, J.; Chen, J.; Tang, H.; Sangineto, E.; Wu, P.; Yan, Yan; Sebe, N.; Wang, W. in IEEE TRANSACTIONS ON IMAGE PROCESSING, v. 31, (2022), p. 5272-5286. - Publication URL . - DOI: 10.1109/TIP.2022.3191852

solo-learn: A Library of Self-supervised Methods for Visual Representation Learning
Turrisi da Costa, V. G.; Fini, E.; Nabi, M.; Sebe, N.; Ricci, E. in JOURNAL OF MACHINE LEARNING RESEARCH, v. 23, (2022), p. 561-566. - Publication URL

Dual-Head Contrastive Domain Adaptation for Video Action Recognition.
Costa, Da; Zara, G.; Rota, P.; Oliveira-Santos, T.; Sebe, N.; Murino, V.; Ricci, Elisa in Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, Waikoloa, HI, USA: IEEE, 2022, p. 2234-2243. - ISBN: 978-1-6654-0915-5. Proceedings of: WACV2022, Waikoloa, HI, USA, 3-8 January 2022. - Publication URL . - DOI: 10.1109/WACV48630.2021

solo-learn: A Library of Self-supervised Methods for Visual Representation Learning
Turrisi da Costa, V. G.; Fini, E.; Nabi, M.; Sebe, N.; Ricci, E. in JOURNAL OF MACHINE LEARNING RESEARCH, v. 23, (2022), p. 561-566. - Publication URL

Multimodal Emotion Recognition with Modality-Pairwise Unsupervised Contrastive Loss
Franceschini, Riccardo; Fini, Enrico; Beyan, Cigdem; Conti, Alessandro; Arrigoni, Federica; Ricci, Elisa in 26st International Conference on Pattern Recognition (ICPR) 2022, New York, USA: IEEE/ IAPR, 2022, p. 2589-2596. - (INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION). - ISBN: 978-1-6654-9062-7. Proceedings of: ICPR, Montreal, Canada, 21th - 25 August 2022. - Publication URL . - DOI: 10.1109/ICPR56361.2022.9956589

Predict, Prevent, and Evaluate: Disentangled Text-Driven Image Manipulation Empowered by Pre-Trained Vision-Language Model
Xu, Z.; Lin, T.; Tang, H.; Li, F.; He, D.; Sebe, N.; Timofte, R.; Van Gool, L.; Ding, E. in Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Piscataway, NJ USA: IEEE Computer Society, 2022, p. 18208-18217. - (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, usa, 2022. - Publication URL . - DOI: 10.1109/CVPR52688.2022.01769

Unsupervised High-Resolution Portrait Gaze Correction and Animation
Zhang, J.; Chen, J.; Tang, H.; Sangineto, E.; Wu, P.; Yan, Yan; Sebe, N.; Wang, W. in IEEE TRANSACTIONS ON IMAGE PROCESSING, v. 31, (2022), p. 5272-5286. - Publication URL . - DOI: 10.1109/TIP.2022.3191852

Low-budget label query through domain alignment enforcement
Saltori, C.; Rota, P.; Sebe, N.; Almeida, J. in COMPUTER VISION AND IMAGE UNDERSTANDING, v. 222, (2022), p. 10348501-10348511. - Publication URL . - DOI: 10.1016/j.cviu.2022.103485

Visualization: The missing factor in simultaneous speech translation
Papi, Sara; Negri, Matteo; Turchi, Marco in Italian Conference on Computational Linguistics 2021 CEUR Workshop Proceedings, Aachen, Germany: CEUR-WS, 2021. - (CEUR WORKSHOP PROCEEDINGS). Proceedings of: 8th Italian Conference on Computational Linguistics, CLiC-it 2021, Universita degli Studi di Milano-Bicocca, ita, June 29 - July 1 2022. - Publication URL

Embedding group and obstacle information in LSTM networks for human trajectory prediction in crowded scenes
Bisagno, Niccoló; Saltori, Cristiano; Zhang, Bo; De Natale, Francesco G. B.; Conci, Nicola in COMPUTER VISION AND IMAGE UNDERSTANDING, v. 203, (2021), p. 103126. - DOI: 10.1016/j.cviu.2020.103126

Counter-acting Candida albicans-staphylococcus aureus mixed biofilm on titanium implants using microbial biosurfactants
Tambone, E.; Marchetti, A.; Ceresa, C.; Piccoli, F.; Anesi, A.; Nollo, G.; Caola, I.; Bosetti, M.; Fracchia, L.; Ghensi, P.; Tessarolo, F. in POLYMERS, v. 13, n. 15 (2021), p. 242001-242018. - Publication URL . - DOI: 10.3390/polym13152420

A general method for estimating the prevalence of influenza-like-symptoms with Wikipedia data
De Toni, Giovanni; Consonni, Cristian; Montresor, Alberto in PLOS ONE, v. 16, n. 28 (2021). - Publication URL . - DOI: 10.1371/journal.pone.0256858

Coarse-to-fine gaze redirection with numerical and pictorial guidance
Chen, Jingjing; Zhang, Jichao; Sangineto, Enver; Chen, Tao; Fan, Jiayuan; Sebe, Nicu in Proceedings: 2021 IEEE Winter Conference on Applications of Computer Vision, Piscataway, NJ: Institute of Electrical and Electronics Engineers Inc., 2021, p. 3664-3673. - ISBN: 978-1-6654-0477-8. Proceedings of: WACV 2021, Virtual Event, 5th–9th January 2021. - Publication URL . - DOI: 10.1109/WACV48630.2021.00371

Simultaneous Speech Translation for Live Subtitling: from Delay to Display
Karakanta, A.; Papi, S.; Negri, M.; Turchi, M. in 1st Workshop on Automatic Spoken Language Translation in Real-World Settings, ASLTRW 2021, Virtual: Association for Machine Translation in the Americas, 2021, p. 35-48. Proceedings of: 1st Workshop on Automatic Spoken Language Translation in Real-World Settings, ASLTRW 2021, Virtual, 2021. - Publication URL

Why Approximate Matrix Square Roots Outperform Accurate SVD in Global Covariance Pooling?
Song, Yue; Sebe, Nicu; Wang, Wei in Proceedings: 2021 IEEE/CVF International Conference on Computer Vision, Piscataway, NJ: IEEE, 2021, p. 1095-1103. - ISBN: 978-1-6654-2812-5. Proceedings of: ICCV’21, Virtual event, 11th-17th October 2021. - Publication URL . - DOI: 10.1109/ICCV48922.2021.00115

Speechformer: Reducing Information Loss in Direct Speech Translation
Papi, S.; Gaido, M.; Negri, M.; Turchi, M. in EMNLP 2021 - 2021 Conference on Empirical Methods in Natural Language Processing, Proceedings, Online and Punta Cana, Dominican Republic: Association for Computational Linguistics (ACL), 2021, p. 1698-1706. Proceedings of: 2021 Conference on Empirical Methods in Natural Language Processing, EMNLP 2021, Online and Punta Cana, Dominican Republic, 7-11 November 2021

Dealing with training and test segmentation mismatch: FBK@IWSLT2021
Papi, Sara; Gaido, Marco; Negri, Matteo; Turchi, Marco in Proceedings of the 18th International Conference on Spoken Language Translation (IWSLT 2021), Bangkok, Thailand (online): Association for Computational Linguistics, 2021, p. 84-91. Proceedings of: IWSLT 2021, Bangkok, Thailand (online), 2-6 August 2021. - DOI: 10.18653/v1/2021.iwslt-1.8

Exploiting contextualized word representations to profile haters on Twitter
Ceron, T.; Casula, C. in CEUR Workshop Proceedings, Aachen: CEUR-WS, 2021, p. 1871-1882. - (CEUR WORKSHOP PROCEEDINGS). Proceedings of: 2021 Working Notes of CLEF - Conference and Labs of the Evaluation Forum, CLEF-WN 2021, Online, Bucharest, 21st Sept- 24th Sept 2021. - Publication URL
[other topics: Language, Speech and Interaction

Coarse-to-fine gaze redirection with numerical and pictorial guidance
Chen, Jingjing; Zhang, Jichao; Sangineto, Enver; Chen, Tao; Fan, Jiayuan; Sebe, Nicu in Proceedings: 2021 IEEE Winter Conference on Applications of Computer Vision, Piscataway, NJ: Institute of Electrical and Electronics Engineers Inc., 2021, p. 3664-3673. - ISBN: 978-1-6654-0477-8. Proceedings of: WACV 2021, Virtual Event, 5th–9th January 2021. - Publication URL . - DOI: 10.1109/WACV48630.2021.00371

Learning compositional programs with arguments and sampling
De Toni, Giovanni; Erculiani, Luca; Passerini, Andrea in Advances in Programming Languages and Neurosymbolic Systems Workshop, online: online, 2021. Proceedings of: AIPLANS, virtual, Dec. 14th, 2021

AG-GAN: An Attentive Group-Aware GAN for pedestrian trajectory prediction
Song, Yue; Bisagno, Niccolò; Hassan, Syed Zohaib; Conci, Nicola in 2020 25th International Conference on Pattern Recognition (ICPR), USA: IEEE, 2021, p. 8703-8710. - (INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION). - ISBN: 978-1-7281-8808-9. Proceedings of: ICPR2020, Milano, 10-15 January 2021. - Publication URL . - DOI: 10.1109/ICPR48806.2021.9413077

Semantic Segmentation of Large-Size VHR Remote Sensing Images Using a Two-Stage Multiscale Training Architecture
Ding, L.; Zhang, J.; Bruzzone, L. in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 58, n. 8 (2020), p. 5367-5376. - DOI: 10.1109/TGRS.2020.2964675

Deep learning for classification and localization of COVID-19 markers in point-of-care lung ultrasound
Roy, Subhankar; Menapace, Willi; Oei, Sebastiaan; Luijten, Ben; Fini, Enrico; Saltori, Cristiano; Huijben, Iris; Chennakeshava, Nishith; Mento, Federico; Sentelli, Alessandro; Peschiera, Emanuele; Trevisan, Riccardo; Maschietto, Giovanni; Torri, Elena; Inchingolo, Riccardo; Smargiassi, Andrea; Soldati, Gino; Rota, Paolo; Passerini, Andrea; Van Sloun, Ruud J G; Ricci, Elisa; Demi, Libertario in IEEE TRANSACTIONS ON MEDICAL IMAGING, v. 2020, (2020), p. 1-1. - DOI: 10.1109/TMI.2020.2994459

Dual In-painting Model for Unsupervised Gaze Correction and Animation in the Wild
Zhang, Jichao; Chen, Jingjing; Tang, Hao; Wang, Wei; Yan, Yan; Sangineto, Enver; Sebe, Nicu in Proceedings of the 28th ACM International Conference on Multimedia, New York: ACM, 2020, p. 1588-1596. - ISBN: 9781450379885. Proceedings of: ACM MM ‘20, online (Seattle, United States), 12th-16th October 2020. - Publication URL . - DOI: 10.1145/3394171.3413981

Learning to Cluster Under Domain Shift
Menapace, W.; Lathuiliere, S.; Ricci, E. in Computer Vision – ECCV 2020, Cham, Svizzera: Springer, 2020, p. 736-752. - (LECTURE NOTES IN ARTIFICIAL INTELLIGENCE). - ISBN: 978-3-030-58603-4. Proceedings of: 16th European Conference on Computer Vision, ECCV 2020, Glasgow, UK, 23–28 August, 2020. - Publication URL . - DOI: 10.1007/978-3-030-58604-1_44

SF-UDA-3D: Source-Free Unsupervised Domain Adaptation for LiDAR-based 3D Object Detection
Saltori, Cristiano; Lathuiliére, Stéphane; Sebe, Nicu; Ricci, Elisa; Galasso, Fabio in Proceedings: 2020 International Conference on 3D Vision, Piscataway, NJ: IEEE, 2020, p. 771-780. - ISBN: 978-1-7281-8128-8. Proceedings of: 3DV 2020, virtual event, 25th-28th November 2020. - Publication URL . - DOI: 10.1109/3DV50981.2020.00087

Semantic Segmentation of Large-Size VHR Remote Sensing Images Using a Two-Stage Multiscale Training Architecture
Ding, L.; Zhang, J.; Bruzzone, L. in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 58, n. 8 (2020), p. 5367-5376. - DOI: 10.1109/TGRS.2020.2964675

Pyglmnet: Python implementation of elastic-net regularized generalized linear models
Jas, Mainak; Achakulvisut, Titipat; Idrizović, Aid; Acuna, Daniel; Antalek, Matthew; Marques, Vinicius; Odland, Tommy; Garg, Ravi; Agrawal, Mayank; Umegaki, Yu; Foley, Peter; Fernandes, Hugo; Harris, Drew; Li, Beibin; Pieters, Olivier; Otterson, Scott; De Toni, Giovanni; Rodgers, Chris; Dyer, Eva; Hamalainen, Matti; Kording, Konrad; Ramkumar, Pavan in JOURNAL OF OPEN SOURCE SOFTWARE, v. 5, n. 47 (2020), p. 1959. - DOI: 10.21105/joss.01959

Hate speech detection with machine-translated data: The role of annotation scheme, class imbalance and undersampling
Casula, C.; Tonelli, S. in CEUR Workshop Proceedings, Bologna: CEUR-WS, 2020. - (CEUR WORKSHOP PROCEEDINGS). Proceedings of: 7th Italian Conference on Computational Linguistics, CLiC-it 2020, Bologna, 1 March - 3 March 2021
[other topics: Language, Speech and Interaction

Dual In-painting Model for Unsupervised Gaze Correction and Animation in the Wild
Zhang, Jichao; Chen, Jingjing; Tang, Hao; Wang, Wei; Yan, Yan; Sangineto, Enver; Sebe, Nicu in Proceedings of the 28th ACM International Conference on Multimedia, New York: ACM, 2020, p. 1588-1596. - ISBN: 9781450379885. Proceedings of: ACM MM ‘20, online (Seattle, United States), 12th-16th October 2020. - Publication URL . - DOI: 10.1145/3394171.3413981

Regularized evolutionary algorithm for dynamic neural topology search
Saltori, Cristiano; Roy, S.; Sebe, N.; Iacca, G. in International Conference on Image Analysis and Processing, Heidelberg: Springer, 2019, p. 219-230. - (LECTURE NOTES IN COMPUTER SCIENCE). Proceedings of: International Conference on Image Analysis and Processing, Trento, 9-13 September, 2019. - Publication URL . - DOI: 10.1007/978-3-030-30642-7_20

Incremental learning for the detection and classification of GAN-generated images
Marra, Francesco; Saltori, Cristiano; Boato, Giulia; Verdoliva, Luisa in IEEE International Workshop on Information Forensics and Security (WIFS), Delft, Netherlands: IEEE, 2019, p. 1-6. - ISBN: 978-1-7281-3217-4. Proceedings of: WIFS 2019, Delft, Netherlands, 9-12 Dec. 2019. - DOI: 10.1109/WIFS47025.2019.9035099

Exploiting Deep Neural Networks for Tweet-based Emoji Prediction
Andrei, Catalin; Zara, Giacomo; Nechaev, Yaroslav; Barlacchi, Gianni; Moschitti, Alessandro in Proceedings of the 2nd Workshop on Natural Language for ArtificialIntelligence (NL4AI 2018) co-located with 17th International Conferenceof the Italian Association for Artificial Intelligence (AI*IA 2018),Trento, Italy, November 22nd to 23rd, 2018, Italy: AIxIA, 2018, p. 116-128. Proceedings of: NLP4AI, NLP4AI, 2018. - Publication URL

Interactive Whiteboards in schools: problems and solutions
Ronchetti, Marco; Pilolli, Pietro; Bosetti, Massimo; Ruffoni, Matteo in RICERCAZIONE, v. 2012, 4, n. 2 (2012), p. 247-256

Breaking the vendor lock-in trap with WiildOS, an operating system to support interactive whiteboards
Pilolli, Pietro; Ruffoni, Matteo; Bosetti, Massimo; Ronchetti, Marco in Proceedings of World Conference on Educational Multimedia, Hypermedia and Telecommunications 2012, Chesapeake, VA, USA: AACE, 2012, p. 243-248. - ISBN: 1880094959. Proceedings of: ED-MEDIA 2012, Denver, CO, USA, June 25-29,2012. - Publication URL

Interactive whiteboards based on the WiiMote: validation on the field.
Bosetti, Massimo; Pilolli, Pietro; Ruffoni, Matteo; Ronchetti, Marco in 14th International Conference on Interactive Collaborative Learning (ICL2011) ̶ 11th International Conference Virtual University, Kassel: Kassel University Press, 2011, p. 269-273. - ISBN: 9781457717468. Proceedings of: ICL2011, Piešťany, Slovakia, 21- 23 Sept 2011. - Publication URL . - DOI: 10.1109/ICL.2011.6059588

 

Students

Betti, Federicofederico.betti [at] unitn.itwebpage
Bortolon, Matteomatteo.bortolon [at] unitn.itwebpage
Bosetti, Massimomassimo.bosetti [at] unitn.itwebpage
Campese, Stefanostefano.campese [at] unitn.itwebpage
Casula, Camillacamilla.casula [at] unitn.itwebpage
Conti, Alessandroalessandro.conti-1 [at] unitn.itwebpage
D'Incà, Morenomoreno.dinca [at] unitn.itwebpage
De Toni, Giovannigiovanni.detoni [at] unitn.itwebpage
Farina, Matteom.farina [at] unitn.itwebpage
Ferrini, Francescofrancesco.ferrini [at] unitn.itwebpage
Gabburo, Matteomatteo.gabburo [at] unitn.itwebpage
Girardini, Nicolò Alessandronicolo.girardini [at] unitn.itwebpage
Hamza, Amiramir.hamza [at] unitn.itwebpage
Kayongo, Ivanivan.kayongo [at] unitn.itwebpage
Liu, Changchang.liu-2 [at] unitn.itwebpage
Liu, Mingxuanmingxuan.liu [at] unitn.itwebpage
Menapace, Williwilli.menapace [at] unitn.itwebpage
Pacini, Marcomarco.pacini [at] unitn.itwebpage
Papi, Sarasara.papi [at] unitn.itwebpage
Rama, Martinamartina.rama [at] unitn.itwebpage
Saltori, Cristianocristiano.saltori [at] unitn.itwebpage
Song, Yueyue.song [at] unitn.itwebpage
Tonini, Francescofrancesco.tonini [at] unitn.itwebpage
Turrisi Da Costa, Victor Guilhermevg.turrisidacosta [at] unitn.itwebpage
Wang, Weijieweijie.wang [at] unitn.itwebpage
Xing, Songlongsonglong.xing [at] unitn.itwebpage
Xu, Zipengzipeng.xu [at] unitn.itwebpage
Yan, Ziyangziyang.yan [at] unitn.itwebpage
Zanella, Lucaluca.zanella-3 [at] unitn.itwebpage
Zara, Giacomogiacomo.zara [at] unitn.itwebpage
Zhang, Jichaojichao.zhang [at] unitn.itwebpage