Uncertainty-guided Open-Set Source-Free Unsupervised Domain Adaptation with Target-private Class Segregation.

Davide Talon https://orcid.org/0009-0003-6029-1532

Mattia Litrico Davide Talon Sebastiano Battiato Alessio Del Bue Mario Valerio Giuffrida Pietro Morerio Uncertainty-guided Open-Set Source-Free Unsupervised Domain Adaptation with Target-private Class Segregation. 2026 April 178 134 Int. J. Comput. Vis. 4 https://doi.org/10.1007/s11263-025-02683-1 db/journals/ijcv/ijcv134.html#LitricoTBBGM26 streams/journals/ijcv

Ziyue Liu Davide Talon Federico Girella Zanxi Ruan Mattia Mondo Loris Bazzani Yiming Wang 0002 Marco Cristani Multi-Level Conditioning by Pairing Localized Text and Sketch for Fashion Image Generation. 2026 February abs/2602.18309 CoRR https://doi.org/10.48550/arXiv.2602.18309 db/journals/corr/corr2602.html#abs-2602-18309 streams/journals/corr

Francesco Laiti Davide Talon Jacopo Staiano Elisa Ricci 0001 How to Take a Memorable Picture? Empowering Users with Actionable Feedback. 2026 February abs/2602.21877 CoRR https://doi.org/10.48550/arXiv.2602.21877 db/journals/corr/corr2602.html#abs-2602-21877 streams/journals/corr

Davide Talon Alessio Del Bue Stuart James GANzzle++: Generative approaches for jigsaw puzzle solving as local to global assignment in latent spatial representations. 35-41 2025 187 Pattern Recognit. Lett. https://doi.org/10.1016/j.patrec.2024.11.010 db/journals/prl/prl187.html#TalonBJ25 streams/journals/prl

Davide Talon Federico Girella Ziyue Liu Marco Cristani Yiming Wang 0002 Seeing the Abstract: Translating the Abstract Language for Vision Language Models. 9253-9262 2025 CVPR https://openaccess.thecvf.com/content/CVPR2025/html/Talon_Seeing_the_Abstract_Translating_the_Abstract_Language_for_Vision_Language_CVPR_2025_paper.html https://doi.org/10.1109/CVPR52734.2025.00864 conf/cvpr/2025 db/conf/cvpr/cvpr2025.html#TalonGLCW25 Deepayan Das Davide Talon Yiming Wang 0002 Massimiliano Mancini Elisa Ricci 0001 Training-Free Personalization via Retrieval and Reasoning on Fingerprints. 2025 ICCV 9683-9692 conf/iccv/2025 https://doi.org/10.1109/ICCV51701.2025.00903 db/conf/iccv/iccv2025.html#DasTWMR25 streams/conf/iccv Federico Girella Davide Talon Ziyue Liu Zanxi Ruan Yiming Wang 0002 Marco Cristani LOTS of Fashion! Multi-Conditioning for Image Generation via Sketch-Text Pairing. 2025 ICCV 19711-19720 conf/iccv/2025 https://doi.org/10.1109/ICCV51701.2025.01833 db/conf/iccv/iccv2025.html#GirellaTLRWC25 streams/conf/iccv Ziyue Liu Federico Girella Yiming Wang 0002 Davide Talon Evaluating Attribute Confusion in Fashion Text-to-Image Generation. 561-573 2025 ICIAP (2) https://doi.org/10.1007/978-3-032-10192-1_47 conf/iciap/2025-2 db/conf/iciap/iciap2025-2.html#LiuGWT25 streams/conf/iciap Deepayan Das Davide Talon Massimiliano Mancini Yiming Wang 0002 Elisa Ricci 0001 One VLM to Keep it Learning: Generation and Balancing for Data-free Continual Visual Question Answering. 5635-5645 2025 WACV https://doi.org/10.1109/WACV61041.2025.00550 conf/wacv/2025 db/conf/wacv/wacv2025.html#DasTM0025

Deepayan Das Davide Talon Yiming Wang 0002 Massimiliano Mancini Elisa Ricci 0001 Training-Free Personalization via Retrieval and Reasoning on Fingerprints. 2025 March abs/2503.18623 CoRR https://doi.org/10.48550/arXiv.2503.18623 db/journals/corr/corr2503.html#abs-2503-18623 streams/journals/corr

Davide Talon Federico Girella Ziyue Liu Marco Cristani Yiming Wang 0002 Seeing the Abstract: Translating the Abstract Language for Vision Language Models. 2025 May abs/2505.03242 CoRR https://doi.org/10.48550/arXiv.2505.03242 db/journals/corr/corr2505.html#abs-2505-03242 streams/journals/corr

Ziyue Liu Federico Girella Yiming Wang 0002 Davide Talon Evaluating Attribute Confusion in Fashion Text-to-Image Generation. 2025 July abs/2507.07079 CoRR https://doi.org/10.48550/arXiv.2507.07079 db/journals/corr/corr2507.html#abs-2507-07079 streams/journals/corr

Federico Girella Davide Talon Ziyue Liu Zanxi Ruan Yiming Wang 0002 Marco Cristani LOTS of Fashion! Multi-Conditioning for Image Generation via Sketch-Text Pairing. 2025 July abs/2507.22627 CoRR https://doi.org/10.48550/arXiv.2507.22627 db/journals/corr/corr2507.html#abs-2507-22627 streams/journals/corr

Davide Talon Structured Representation Learning for Visual Data. 2024 University of Genoa, Italy https://hdl.handle.net/11567/1168641 https://www.base-search.net/Record/68942b20251049427e151e98e623d2bcc7b5ce7afde82cbb733f2dcef0539f14 base-search.net (ftunivgenova:oai:iris.unige.it:11567/1168641) Davide Talon Phillip Lippe Stuart James Alessio Del Bue Sara Magliacane Towards the Reusability and Compositionality of Causal Representations. 296-324 2024 CLeaR https://proceedings.mlr.press/v236/talon24a.html conf/clear2/2024 db/conf/clear2/clear2024.html#TalonLJBM24

Andrea Maracani Raffaello Camoriano Elisa Maiettini Davide Talon Lorenzo Rosasco Lorenzo Natale Key Design Choices in Source-Free Unsupervised Domain Adaptation: An In-depth Empirical Analysis. 2024 abs/2402.16090 CoRR https://doi.org/10.48550/arXiv.2402.16090 db/journals/corr/corr2402.html#abs-2402-16090

Davide Talon Phillip Lippe Stuart James Alessio Del Bue Sara Magliacane Towards the Reusability and Compositionality of Causal Representations. 2024 abs/2403.09830 CoRR https://doi.org/10.48550/arXiv.2403.09830 db/journals/corr/corr2403.html#abs-2403-09830

Mattia Litrico Davide Talon Sebastiano Battiato Alessio Del Bue Mario Valerio Giuffrida Pietro Morerio Uncertainty-guided Open-Set Source-Free Unsupervised Domain Adaptation with Target-private Class Segregation. 2024 abs/2404.10574 CoRR https://doi.org/10.48550/arXiv.2404.10574 db/journals/corr/corr2404.html#abs-2404-10574

Deepayan Das Davide Talon Massimiliano Mancini Yiming Wang 0002 Elisa Ricci 0001 One VLM to Keep it Learning: Generation and Balancing for Data-free Continual Visual Question Answering. 2024 abs/2411.02210 CoRR https://doi.org/10.48550/arXiv.2411.02210 db/journals/corr/corr2411.html#abs-2411-02210 streams/journals/corr

Andrea Maracani Raffaello Camoriano Elisa Maiettini Davide Talon Lorenzo Rosasco Lorenzo Natale Key Design Choices for Double-Transfer in Source-Free Unsupervised Domain Adaptation. 2023 abs/2302.05379 CoRR https://doi.org/10.48550/arXiv.2302.05379 db/journals/corr/corr2302.html#abs-2302-05379

Davide Talon Alessio Del Bue Stuart James Ganzzle: Reframing Jigsaw Puzzle Solving as a Retrieval Task using a Generative Mental Image. 4083-4087 2022 ICIP https://doi.org/10.1109/ICIP46576.2022.9897553 conf/icip/2022 db/conf/icip/icip2022.html#TalonBJ22

Davide Talon Alessio Del Bue Stuart James GANzzle: Reframing jigsaw puzzle solving as a retrieval task using a generative mental image. 2022 abs/2207.05634 CoRR https://doi.org/10.48550/arXiv.2207.05634 db/journals/corr/corr2207.html#abs-2207-05634

Davide Talon Luca Attanasio Federico Chiariotti Matteo Gadaleta Andrea Zanella Michele Rossi Comparing DASH Adaptation Algorithms in a Real Network Environment. 1-6 2019 EW https://ieeexplore.ieee.org/document/8835954 conf/ew/2019 db/conf/ew/ew2019.html#TalonACGZR19 Luca Attanasio Sebastiano Battiato Loris Bazzani Alessio Del Bue Raffaello Camoriano Federico Chiariotti Marco Cristani Deepayan Das Matteo Gadaleta Federico Girella Mario Valerio Giuffrida Stuart James Francesco Laiti Phillip Lippe Mattia Litrico Ziyue Liu Sara Magliacane Elisa Maiettini Massimiliano Mancini Andrea Maracani Mattia Mondo Pietro Morerio Lorenzo Natale Elisa Ricci 0001 Lorenzo Rosasco Michele Rossi Zanxi Ruan Jacopo Staiano Yiming Wang 0002 Andrea Zanella