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:
- iKernels Group (https://ikernels-portal.disi.unitn.it/)
- Multimedia and Human Understanding Group (http://mhug.disi.unitn.it/)
- Structured Machine Learning Group (http://sml.disi.unitn.it/)
- KnowDive Group (http://knowdive.disi.unitn.it/)
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, Federico | federico.betti [at] unitn.it | webpage |
![]() | Bortolon, Matteo | matteo.bortolon [at] unitn.it | webpage |
![]() | Bosetti, Massimo | massimo.bosetti [at] unitn.it | webpage |
![]() | Campese, Stefano | stefano.campese [at] unitn.it | webpage |
![]() | Casula, Camilla | camilla.casula [at] unitn.it | webpage |
![]() | Conti, Alessandro | alessandro.conti-1 [at] unitn.it | webpage |
![]() | D'Incà, Moreno | moreno.dinca [at] unitn.it | webpage |
![]() | De Toni, Giovanni | giovanni.detoni [at] unitn.it | webpage |
![]() | Farina, Matteo | m.farina [at] unitn.it | webpage |
![]() | Ferrini, Francesco | francesco.ferrini [at] unitn.it | webpage |
![]() | Gabburo, Matteo | matteo.gabburo [at] unitn.it | webpage |
![]() | Girardini, Nicolò Alessandro | nicolo.girardini [at] unitn.it | webpage |
![]() | Hamza, Amir | amir.hamza [at] unitn.it | webpage |
![]() | Kayongo, Ivan | ivan.kayongo [at] unitn.it | webpage |
![]() | Liu, Chang | chang.liu-2 [at] unitn.it | webpage |
![]() | Liu, Mingxuan | mingxuan.liu [at] unitn.it | webpage |
![]() | Menapace, Willi | willi.menapace [at] unitn.it | webpage |
![]() | Pacini, Marco | marco.pacini [at] unitn.it | webpage |
![]() | Papi, Sara | sara.papi [at] unitn.it | webpage |
![]() | Rama, Martina | martina.rama [at] unitn.it | webpage |
![]() | Saltori, Cristiano | cristiano.saltori [at] unitn.it | webpage |
![]() | Song, Yue | yue.song [at] unitn.it | webpage |
![]() | Tonini, Francesco | francesco.tonini [at] unitn.it | webpage |
![]() | Turrisi Da Costa, Victor Guilherme | vg.turrisidacosta [at] unitn.it | webpage |
![]() | Wang, Weijie | weijie.wang [at] unitn.it | webpage |
![]() | Xing, Songlong | songlong.xing [at] unitn.it | webpage |
![]() | Xu, Zipeng | zipeng.xu [at] unitn.it | webpage |
![]() | Yan, Ziyang | ziyang.yan [at] unitn.it | webpage |
![]() | Zanella, Luca | luca.zanella-3 [at] unitn.it | webpage |
![]() | Zara, Giacomo | giacomo.zara [at] unitn.it | webpage |
![]() | Zhang, Jichao | jichao.zhang [at] unitn.it | webpage |