The Deep Visual Learning research group consistently publishes in the most prestigious venues in artificial intelligence, including CVPR, ICCV, ECCV, NeurIPS, ICLR and AAAI, as well as top journals such as IEEE TPAMI and IJCV.

  1. EMNLP 2024
    Dall'Asen, Nicola; Wang, Yiming; Fini, Enrico; Ricci, Elisa,
    Retrieval-enriched zero-shot image classification in low-resource domains,
    Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, EMNLP 2024, Miami, FL, USA, November 12-16, 2024,
    Association for Computational Linguistics,
    2024
    , pp. 21287-
    21302
  2. ICIP 2024
    Leporowski, Blazej; Bakhtiarnia, Arian; Bonnici, Nicole; Muscat, Adrian; Zanella, Luca; Wang, Yiming; Iosifidis, Alexandros,
    MAVAD: Audio-Visual Dataset and Method for Anomaly Detection in Traffic Videos,
    IEEE International Conference on Image Processing, ICIP 2024, Abu Dhabi, United Arab Emirates, october 27-30, 2024,
    IEEE,
    2024
    , pp. 1106-
    1112
  3. IROS 2024
    Taioli, Francesco; Rosa, Stefano; Castellini, Alberto; Natale, Lorenzo; Del Bue, Alessio; Farinelli, Alessandro; Cristani, Marco; Wang, Yiming,
    Mind the Error! Detection and Localization of Instruction Errors in Vision-and-Language Navigation,
    IEEE/RSJ International Conference on Intelligent Robots and Systems, IROS 2024, Abu Dhabi, United Arab Emirates, October 14-18, 2024,
    IEEE,
    2024
    , pp. 12993-
    13000
  4. RO-MAN 2024
    Taioli, Francesco; Rosa, Stefano; Castellini, Alberto; Natale, Lorenzo; Del Bue, Alessio; Farinelli, Alessandro; Cristani, Marco; Wang, Yiming,
    I2EDL: Interactive Instruction Error Detection and Localization,
    33rd IEEE International Conference on Robot and Human Interactive Communication, ROMAN 2024, Pasadena, CA, USA, August 26-30, 2024,
    IEEE,
    2024
    , pp. 1872-
    1877
  5. Talon, Davide,
    Structured Representation Learning for Visual Data,
    2024
  6. CLeaR 2024
    Talon, Davide; Lippe, Phillip; James, Stuart; Del Bue, Alessio; Magliacane, Sara,
    Towards the Reusability and Compositionality of Causal Representations,
    Causal Learning and Reasoning, 1-3 April 2024, Los Angeles, California, USA,
    PMLR,
    vol. 236,
    2024
    , pp. 296-
    324
  7. Maracani, Andrea; Camoriano, Raffaello; Maiettini, Elisa; Talon, Davide; Rosasco, Lorenzo; Natale, Lorenzo,
    Key Design Choices in Source-Free Unsupervised Domain Adaptation: An In-depth Empirical Analysis,
    in «arXiv preprint arXiv:2402.16090»,
    2024
  8. ECCV 2024
    Vaquero, Lorenzo; Xu, Yihong; Alameda-Pineda, Xavier; Brea, Víctor M.; Mucientes, Manuel,
    Lost and Found: Overcoming Detector Failures in Online Multi-object Tracking,
    Computer Vision - ECCV 2024 - 18th European Conference, Milan, Italy, September 29-October 4, 2024, Proceedings, Part LXXIII,
    Springer,
    vol. 15131,
    2024
    , pp. 448-
    466
  9. ISCAS 2024
    Pereira-Rial, Óscar; García-Lesta, Daniel; Vaquero, Lorenzo; López, Paula; Brea, Víctor M.; Cabello, Diego,
    Live Demonstration: 5-bit signed SRAM-based DNN CIM for Image Recognition,
    IEEE International Symposium on Circuits and Systems, ISCAS 2024, Singapore, May 19-22, 2024,
    IEEE,
    2024
    , pp. 1-
  10. ACM MM 2024
    Tonini, Francesco; Dall'Asen, Nicola; Vaquero, Lorenzo; Beyan, Cigdem; Ricci, Elisa,
    AL-GTD: Deep Active Learning for Gaze Target Detection,
    Proceedings of the 32nd ACM International Conference on Multimedia, MM 2024, Melbourne, VIC, Australia, 28 October 2024 - 1 November 2024,
    ACM,
    2024
    , pp. 2360-
    2369
  11. CVIU
    Zara, Giacomo; da Costa, Victor Guilherme Turrisi; Roy, Subhankar; Rota, Paolo; Ricci, Elisa,
    Simplifying open-set video domain adaptation with contrastive learning,
    in «Comput. Vis. Image Underst.»,
    vol. 241,
    2024
    , pp. 103953-
  12. IJCV
    Mei, Guofeng; Saltori, Cristiano; Ricci, Elisa; Sebe, Nicu; Wu, Qiang; Zhang, Jian; Poiesi, Fabio,
    Unsupervised Point Cloud Representation Learning by Clustering and Neural Rendering,
    in «Int. J. Comput. Vis.»,
    vol. 132,
    n. 8,
    2024
    , pp. 3251-
    3269
  13. TPAMI
    Ma, Xinzhu; Ouyang, Wanli; Simonelli, Andrea; Ricci, Elisa,
    3D Object Detection From Images for Autonomous Driving: A Survey,
    in «IEEE Trans. Pattern Anal. Mach. Intell.»,
    vol. 46,
    n. 5,
    2024
    , pp. 3537-
    3556
  14. TOG
    Menapace, Willi; Siarohin, Aliaksandr; Lathuilière, Stéphane; Achlioptas, Panos; Golyanik, Vladislav; Tulyakov, Sergey; Ricci, Elisa,
    Promptable Game Models: Text-guided Game Simulation via Masked Diffusion Models,
    in «ACM Trans. Graph.»,
    vol. 43,
    n. 2,
    2024
    , pp. 17:1-
    17:16
  15. AINA 2024
    Kiss, Tamás; Ullah, Amjad; Terstyánszky, Gábor; Kao, Odej; Becker, Sören; Verginadis, Yiannis; Michalas, Antonis; Stankovski, Vlado; Kertesz, Attila; Ricci, Elisa; Altmann, Jörn; Egger, Bernhard; Tusa, Francesco; Kovács, József; Lovas, Róbert,
    Swarmchestrate: Towards a Fully Decentralised Framework for Orchestrating Applications in the Cloud-to-Edge Continuum,
    Advanced Information Networking and Applications - Proceedings of the 38th International Conference on Advanced Information Networking and Applications (AINA-2024), Kitakyushu, Japan, 17-19 April, 2024, Volume 5,
    Springer,
    vol. 203,
    2024
    , pp. 89-
    100
  16. CoLLAs 2024
    De Min, Thomas; Mancini, Massimiliano; Lathuilière, Stéphane; Roy, Subhankar; Ricci, Elisa,
    Less is more: Summarizing Patch Tokens for efficient Multi-Label Class-Incremental Learning,
    Conference on Lifelong Learning Agents, 29-1 August 2024, University of Pisa, Pisa, Italy,
    PMLR,
    vol. 274,
    2024
    , pp. 852-
    868
  17. CVPR 2024
    Menapace, Willi; Siarohin, Aliaksandr; Skorokhodov, Ivan; Deyneka, Ekaterina; Chen, Tsai-Shien; Kag, Anil; Fang, Yuwei; Stoliar, Aleksei; Ricci, Elisa; Ren, Jian; Tulyakov, Sergey,
    Snap Video: Scaled Spatiotemporal Transformers for Text-to-Video Synthesis,
    IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2024, Seattle, WA, USA, June 16-22, 2024,
    IEEE,
    2024
    , pp. 7038-
    7048
  18. CVPR 2024
    Farina, Matteo; Mancini, Massimiliano; Cunegatti, Elia; Liu, Gaowen; Iacca, Giovanni; Ricci, Elisa,
    MULTIFLOW: Shifting Towards Task-Agnostic Vision-Language Pruning,
    IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2024, Seattle, WA, USA, June 16-22, 2024,
    IEEE,
    2024
    , pp. 16185-
    16195
  19. CVPR 2024
    Liu, Mingxuan; Hayes, Tyler L.; Ricci, Elisa; Csurka, Gabriela; Volpi, Riccardo,
    SHiNe: Semantic Hierarchy Nexus for Open-Vocabulary Object Detection,
    IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2024, Seattle, WA, USA, June 16-22, 2024,
    IEEE,
    2024
    , pp. 16634-
    16644
  20. ECCV 2024 Workshops
    Caldarella, Simone; Mancini, Massimiliano; Ricci, Elisa; Aljundi, Rahaf,
    The Phantom Menace: Unmasking Privacy Leakages in Vision-Language Models,
    Computer Vision - ECCV 2024 Workshops - Milan, Italy, September 29-October 4, 2024, Proceedings, Part XXI,
    Springer,
    vol. 15643,
    2024
    , pp. 435-
    451