Deep and Structured Machine Learning

SpectralCLIP: Preventing Artifacts in Text-Guided Style Transfer From a Spectral Perspective
Xu, Zipeng; Xing, Songlong; Sangineto, Enver; Sebe, Nicu in Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), New York City, New York: IEEE, 2024, p. 5121-5130. Proceedings of: IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Waikoloa, Hawaii, USA, 4th January-8th January 2024. - Publication URL

StylerDALLE: Language-Guided Style Transfer Using a Vector-Quantized Tokenizer of a Large-Scale Generative Model
Xu, Zipeng; Sangineto, Enver; Sebe, Nicu in International Conference on Computer Vision, Piscataway, NJ USA: IEEE, 2023, p. 7567-7577. - (PROCEEDINGS IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION). - ISBN: 979-8-3503-0718-4. Proceedings of: ICCV, Paris, France, 01-06 October 2023. - Publication URL . - DOI: 10.1109/ICCV51070.2023.00699

A Simple Latent Variable Model for Graph Learning and Inference
Jaeger, Manfred; Longa, Antonio; Azzolin, Steve; Schulte, Oliver; Passerini, Andrea in Proceedings of the Second Learning on Graphs Conference (LoG 2023), New York: ML Research Press, 2023, p. 1-18. - (PROCEEDINGS OF MACHINE LEARNING RESEARCH). Proceedings of: LOG 2023, virtual, 27th – 30th November 2023. - Publication URL

Global Explainability of GNNs via Logic Combination of Learned Concepts
Azzolin, Steve; Longa, Antonio; Barbiero, Pietro; Liò, Pietro; Passerini, Andrea in The First Learning on Graphs Conference, SL: SN, 2023, p. 1-16. Proceedings of: LOG 2022, Virtual event, 9–12 December, 2022.. - Publication URL

Global Explainability of GNNs via Logic Combination of Learned Concepts
Azzolin, Steve; Longa, Antonio; Barbiero, Pietro; Lio, Pietro; Passerini, Andrea in ICLR 2023, online: online, 2023, p. 1-19. Proceedings of: ICLR, Kigali, Rwanda, May 1 — 5, 2023. - Publication URL

On the Effectiveness of LayerNorm Tuning for Continual Learning in Vision Transformers
De Min, Thomas.; Mancini, Massimiliano; Alahari, Karteek; Alameda-Pineda, Xavier.; Ricci, Elisa in 2023 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW), Piscataway, NJ USA: IEEE Computer Society, 2023, p. 3577-3586. - (... IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION WORKSHOPS). - ISBN: 979-8-3503-0744-3. Proceedings of: ICCV-WS, Parigi, Francia, 2nd - 6th October 2023. - Publication URL . - DOI: 10.1109/ICCVW60793.2023.00385

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

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

Environmentally-Aware Bundle Recommendation Using the Choquet Integral
Bronzini, Marco; Robbi, Erich; Viappiani, Paolo; Passerini, Andrea in ECAI 2023, Amsterdam: IOS Press, 2023, p. 3182-3189. - (FRONTIERS IN ARTIFICIAL INTELLIGENCE AND APPLICATIONS). - ISBN: 9781643684369. Proceedings of: Prestigious Applications of Intelligent Systems (PAIS 2023), Krakov, 03/10/2023. - Publication URL . - DOI: 10.3233/FAIA230639

Meta-Path Learning for Multi-relational Graph Neural Networks
Ferrini, Francesco; Longa, Antonio; Passerini, Andrea; Jaeger, Manfred in The Second Learning on Graphs Conference, SL: SN, 2023. Proceedings of: LOG 2023, Virtual, 27th Nov-30th Nov 2023

ConfMix: Unsupervised Domain Adaptation for Object Detection via Confidence-based Mixing
Mattolin, Giulio; Zanella, Luca; Ricci, Elisa; Wang, Yiming in Proceedings of 2023 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1264 USA: IEEE COMPUTER SOC, 2023, p. 423-433. - ISBN: 978-1-6654-9346-8. Proceedings of: Winter Conference on Applications of Computer Vision, Waikoloa, 3rd Jan-7th Jan 2023. - DOI: 10.1109/WACV56688.2023.00050

Spatio-Temporal Graph Diffusion for Text-Driven Human Motion Generation
Liu, Chang; Zhao, Mengyi; Ren, Bin; Liu, Mengyuan; Sebe, Nicu in British Machine Vision Conference, 2023. Proceedings of: BMVC, Aberdeen, UK, 20th November - 24th November 2023

NERFBK: A HOLISTIC DATASET FOR BENCHMARKING NERF-BASED 3D RECONSTRUCTION
Yan, Ziyang; Mazzacca, Gabriele; Rigon, Simone; Mariarosaria Farella, Elisa; Trybala, Pawel; Remondino, Fabio 2023

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

Graph-Based Generative Face Anonymisation with Pose Preservation
Dall'Asen, Nicola; Wang, Yiming; Tang, Hao; Zanella, Luca; Ricci, Elisa in Image Analysis and Processing ICIAP 2022 21st International Conference, Proceedings, Part II, GEWERBESTRASSE 11, CHAM, CH-6330, SWITZERLAND: SPRINGER INTERNATIONAL PUBLISHING AG, 2022, p. 503-515. - ISBN: 978-3-031-06430-2. Proceedings of: International Conference on Image Analysis and Processing, Lecce, 23rd May-27th May 2022. - DOI: 10.1007/978-3-031-06430-2_42

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

Multi-source Multi-domain Sentiment Analysis with BERT-based Models
Roccabruna, G.; Azzolin, Steve; Riccardi, G. in European Language Resources Association, Parigi: European Language Resources Association, 2022, p. 581-589. - ISBN: 979-10-95546-72-6. Proceedings of: LREC, Marsiglia, 20th June - 25th June 2022. - Publication URL

Can Emotion Carriers Explain Automatic Sentiment Prediction? A Study on Personal Narratives
Mousavi, M.; Roccabruna, G.; Tammewar, A.; Azzolin, Steve; Riccardi, G. in Workshop on Computational Approaches to Subjectivity, Sentiment & Social Media Analysis, Dublin: ACL, 2022. Proceedings of: Workshop on Computational Approaches to Subjectivity, Sentiment & Social Media Analysis, Dublin, 23rd - 27th May 2022. - Publication URL

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

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

A measurement of material in the ATLAS tracker using secondary hadronic interactions in 7TeV pp collisions
Aaboud, M.; Aad, G.; Abbott, B.; Abdallah, J.; Abdinov, O.; Abeloos, B.; Aben, R.; Abouzeid, O. S.; Abraham, N. L.; Abramowicz, H.; Abreu, H.; Abreu, R.; Abulaiti, Y.; Acharya, B. S.; Adamczyk, L.; Adams, D. L.; Adelman, J.; Adomeit, S.; Adye, T.; Affolder, A. A.; Agatonovic-Jovin, T.; Agricola, J.; Aguilar-Saavedra, J. A.; Ahlen, S. P.; Ahmadov, F.; Aielli, G.; Akerstedt, H.; Akesson, T. P. A.; Akimov, A. V.; Alberghi, G. L.; Albert, J.; Albrand, S.; Alconada Verzini, M. J.; Aleksa, M.; Aleksandrov, I. N.; Alexa, C.; Alexander, G.; Alexopoulos, T.; Alhroob, M.; Ali, B.; Aliev, M.; Alimonti, G.; Alison, J.; Alkire, S. P.; Allbrooke, B. M. M.; Allen, B. W.; Allport, P. P.; Aloisio, A.; Alonso, A.; Alonso, F.; Alpigiani, C.; Alstaty, M.; Alvarez Gonzalez, B.; Alvarez Piqueras, D.; Alviggi, M. G.; Amadio, B. T.; Amako, K.; Amaral Coutinho, Y.; Amelung, C.; Amidei, D.; Amor Dos Santos, S. P.; Amorim, A.; Amoroso, S.; Amundsen, G.; Anastopoulos, C.; Ancu, L. S.; Andari, N.; Andeen, T.; Anders, C. F.; Anders, G.; Anders, J. K.; Anderson, K. J.; Andreazza, A.; Andrei, V.; Angelidakis, S.; Angelozzi, I.; Anger, P.; Angerami, A.; Anghinolfi, F.; Anisenkov, A. V.; Anjos, N.; Annovi, A.; Antel, C.; Antonelli, M.; Antonov, A.; Anulli, F.; Aoki, M.; Aperio Bella, L.; Arabidze, G.; Arai, Y.; Araque, J. P.; Arce, A. T. H.; Arduh, F. A.; Arguin, J. -F.; Argyropoulos, S.; Arik, M.; Armbruster, A. J.; Armitage, L. J.; Arnaez, O.; Arnold, H.; Arratia, M.; Arslan, O.; Artamonov, A.; Artoni, G.; Artz, S.; Asai, S.; Asbah, N.; Ashkenazi, A.; Asman, B.; Asquith, L.; Assamagan, K.; Astalos, R.; Atkinson, M.; Atlay, N. B.; Augsten, K.; Avolio, G.; Axen, B.; Ayoub, M. K.; Azuelos, G.; Baak, M. A.; Baas, A. E.; Baca, M. J.; Bachacou, H.; Bachas, K.; Backes, M.; Backhaus, M.; Bagiacchi, P.; Bagnaia, P.; Bai, Y.; Baines, J. T.; Baker, O. K.; Baldin, E. M.; Balek, P.; Balestri, T.; Balli, F.; Balunas, W. K.; Banas, E.; Banerjee, Sw.; Bannoura, A. A. E.; Barak, L.; Barberio, E. L.; Barberis, D.; Barbero, M.; Barillari, T.; Barisits, M. -S.; Barklow, T.; Barlow, N.; Barnes, S. L.; Barnett, B. M.; Barnett, R. M.; Barnovska, Z.; Baroncelli, A.; Barone, G.; Barr, A. J.; Barranco Navarro, L.; Barreiro, F.; Barreiro Guimaraes Da Costa, J.; Bartoldus, R.; Barton, A. E.; Bartos, P.; Basalaev, A.; Bassalat, A.; Bates, R. L.; Batista, S. J.; Batley, J. R.; Battaglia, M.; Bauce, M.; Bauer, F.; Bawa, H. S.; Beacham, J. B.; Beattie, M. D.; Beau, T.; Beauchemin, P. H.; Bechtle, P.; Beck, H. P.; Becker, K.; Becker, M.; Beckingham, M.; Becot, C.; Beddall, A. J.; Beddall, A.; Bednyakov, V. A.; Bedognetti, M.; Bee, C. P.; Beemster, L. J.; Beermann, T. A.; Begel, M.; Behr, J. K.; Belanger-Champagne, C.; Bell, A. S.; Bella, G.; Bellagamba, L.; Bellerive, A.; Bellomo, M.; Belotskiy, K.; Beltramello, O.; Belyaev, N. L.; Benary, O.; Benchekroun, D.; Bender, M.; Bendtz, K.; Benekos, N.; Benhammou, Y.; Benhar Noccioli, E.; Benitez, J.; Benjamin, D. P.; Bensinger, J. R.; Bentvelsen, S.; Beresford, L.; Beretta, M.; Berge, D.; Bergeaas Kuutmann, E.; Berger, N.; Beringer, J.; Berlendis, S.; Bernard, N. R.; Bernius, C.; Bernlochner, F. U.; Berry, T.; Berta, P.; Bertella, C.; Bertoli, G.; Bertolucci, F.; Bertram, I. A.; Bertsche, C.; Bertsche, D.; Besjes, G. J.; Bessidskaia Bylund, O.; Bessner, M.; Besson, N.; Betancourt, C.; Bethani, A.; Bethke, S.; Bevan, A. J.; Bianchi, R. M.; Bianchini, L.; Bianco, M.; Biebel, O.; Biedermann, D.; Bielski, R.; Biesuz, N. V.; Biglietti, M.; Bilbao De Mendizabal, J.; Billoud, T. R. V.; Bilokon, H.; Bindi, M.; Binet, S.; Bingul, A.; Bini, C.; Biondi, S.; Bisanz, T.; Bjergaard, D. M.; Black, C. W.; Black, J. E.; Black, K. M.; Blackburn, D.; Blair, R. E.; Blanchard, J. -B.; Blazek, T.; Bloch, I.; Blocker, C.; Blum, W.; Blumenschein, U.; Blunier, S.; Bobbink, G. J.; Bobrovnikov, V. S.; Bocchetta, S. S.; Bocci, A.; Bock, C.; Boehler, M.; Boerner, D.; Bogaerts, J. A.; Bogavac, D.; Bogdanchikov, A. G.; Bohm, C.; Boisvert, V.; Bokan, P.; Bold, T.; Boldyrev, A. in JOURNAL OF INSTRUMENTATION, v. 11, n. 11 (2016). - DOI: 10.1088/1748-0221/11/11/P11020