Ph.D. in Ingegneria Informatica E Dei Sistemi , 36th cycle (2020-2023)
Ph.D. obtained in 2024
Dissertation:
Addressing Distributional Shift challenges in Computer Vision for Real-World Applications (Abstract)
Tutors:
Barbara Caputo Tatiana TommasiTeaching
Teachings
Master of Science
- Advanced Machine Learning. A.A. 2021/22, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
- Advanced Machine Learning. A.A. 2022/23, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
- Machine Learning and Artificial Intelligence. A.A. 2020/21, INGEGNERIA MATEMATICA. Collaboratore del corso
Publications
Works published during the Ph.D. View all publications in Porto@Iris
- Cappio Borlino, Francesco; Lu, Lorenzo; Tommasi, Tatiana (2024)
Foundation Models and Fine-Tuning: A Benchmark for Out of Distribution Detection. In: IEEE ACCESS, vol. 12, pp. 79401-79414. ISSN 2169-3536
Contributo su Rivista - CAPPIO BORLINO, Francesco (2024)
Addressing Distributional Shift challenges in Computer Vision for Real-World Applications. relatore: CAPUTO, BARBARA; TOMMASI, TATIANA; , 36. XXXVI Ciclo, P.: 167
Doctoral Thesis - Lu, Lorenzo Li; D’Ascenzi, Giulia; Cappio Borlino, Francesco; Tommasi, Tatiana (2023)
Large Class Separation is Not What You Need for Relational Reasoning-Based OOD Detection. In: 22nd International Conference on Image Analysis and Processing (ICIAP 2023), Udine, Italy, September 11–15, 2023, pp. 295-306. ISSN 0302-9743. ISBN: 978-3-031-43152-4
Contributo in Atti di Convegno (Proceeding) - Cappio Borlino, Francesco; Bucci, Silvia; Tommasi, Tatiana (2022)
Semantic Novelty Detection via Relational Reasoning. In: European Conference on Computer Vision ECCV 2022, Tel Aviv (Israel), October 23–27, 2022, pp. 183-200. ISSN 0302-9743. ISBN: 978-3-031-19805-2
Contributo in Atti di Convegno (Proceeding) - Cappio Borlino, Francesco; Bucci, Silvia; Tommasi, Tatiana (2022)
Contrastive Learning for Cross-Domain Open World Recognition. In: 2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2022), Kyoto (Giappone), 23-27 ottobre 2022, pp. 10133-10140. ISBN: 978-1-6654-7927-1
Contributo in Atti di Convegno (Proceeding) - Cappio Borlino, Francesco; D'Innocente, Antonio; Tommasi, Tatiana (2021)
Rethinking Domain Generalization Baselines. In: 25th International Conference on Pattern Recognition, ICPR 2020, Milano (virtual), 10-15 January 2021, pp. 9227-9233. ISBN: 978-1-7281-8808-9
Contributo in Atti di Convegno (Proceeding) - D'Innocente, Antonio; CAPPIO BORLINO, Francesco; Bucci, Silvia; Caputo, Barbara; ... (2020)
One-Shot Unsupervised Cross-Domain Detection. In: European Conference on Computer Vision ECCV 2020
Contributo in Atti di Convegno (Proceeding) - Cappio Borlino, Francesco; D’Innocente, Antonio; Tommasi, Tatiana (2020)
Domain Generalization vs Data Augmentation: An Unbiased Perspective. In: 16th European Conference on Computer Vision, ECCV 2020, 23-28 August, 2020, pp. 726-730. ISSN 0302-9743
Contributo in Atti di Convegno (Proceeding)