Thesis title

Learn to Generalize and Adapt across Domains in Semantic Segmentation

Tutors

• Barbara Caputo

Master of Science

• Machine learning and Deep learning. A.A. 2020/21, DATA SCIENCE AND ENGINEERING. Collaboratore del corso
• Machine learning and Deep learning. A.A. 2021/22, DATA SCIENCE AND ENGINEERING. Collaboratore del corso

Bachelor of Science

• Algoritmi e programmazione. A.A. 2020/21, INGEGNERIA INFORMATICA. Collaboratore del corso
• Informatica. A.A. 2020/21, INGEGNERIA AEROSPAZIALE. Collaboratore del corso
• Informatica. A.A. 2021/22, INGEGNERIA AEROSPAZIALE. Collaboratore del corso

• VANDAL - Visual and Multimodal Applied Learning Laboratory

• Arnaudo, Edoardo; Tavera, Antonio; Masone, Carlo; Dominici, Fabrizio; Caputo, Barbara (2023)
  Hierarchical Instance Mixing across Domains in Aerial Segmentation. In: IEEE ACCESS, vol. 11, pp. 13324-13333. ISSN 2169-3536
  Contributo su Rivista
• Shenaj, Donald; Fani, Eros; Toldo, Marco; Caldarola, Debora; Tavera, Antonio; Michieli, ... (2023)
  Learning Across Domains and Devices: Style-Driven Source-Free Domain Adaptation in Clustered Federated Learning. In: IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Waikoloa, Hawaii (USA), 02-07 January 2023, pp. 444-454
  Contributo in Atti di Convegno (Proceeding)
• Fantauzzo, Lidia; Fani', Eros; Caldarola, Debora; Tavera, Antonio; Cermelli, Fabio; ... (2022)
  FedDrive: Generalizing Federated Learning to Semantic Segmentation in Autonomous Driving. In: 2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2022), Kyoto (JPN), 23-27 October 2022, pp. 11504-11511
  Contributo in Atti di Convegno (Proceeding)
• Tavera, Antonio; Arnaudo, Edoardo; Masone, Carlo; Caputo, Barbara (2022)
  Augmentation Invariance and Adaptive Sampling in Semantic Segmentation of Agricultural Aerial Images. In: Conference on Computer Vision and Pattern Recognition (CVPR 2022), New Orleans, 19-24 June 2022, pp. 1656-1665. ISSN 2575-7075
  Contributo in Atti di Convegno (Proceeding)
• Paolicelli, Valerio; Tavera, Antonio; Masone, Carlo; Berton, GABRIELE MORENO; Caputo, ... (2022)
  Learning Semantics for Visual Place Recognition Through Multi-scale Attention. In: International Conference on Image Analysis and Processing, Lecce, May 23–27, 2022, pp. 454-466. ISBN: 978-3-031-06429-6
  Contributo in Atti di Convegno (Proceeding)
• Arnaudo, Edoardo; Cermelli, Fabio; Tavera, Antonio; Rossi, Claudio; Caputo, Barbara (2022)
  A Contrastive Distillation Approach for Incremental Semantic Segmentation in Aerial Images. In: International Conference on Image Analysis and Processing, Lecce (IT), 23/05/2022, pp. 742-754
  Contributo in Atti di Convegno (Proceeding)
• Cermelli, Fabio; Fontanel, Dario; Tavera, Antonio; Ciccone, Marco; Caputo, Barbara (2022)
  Incremental Learning in Semantic Segmentation from Image Labels. In: Conference on Computer Vision and Pattern Recognition 2022, New Orleans, Louisiana (USA), 18-24 June 2022, pp. 4361-4371
  Contributo in Atti di Convegno (Proceeding)
• Tavera, Antonio; Cermelli, Fabio; Masone, Carlo; Caputo, Barbara (2022)
  Pixel-by-Pixel Cross-Domain Alignment for Few-Shot Semantic Segmentation. In: 2022 IEEE Winter Conference on Applications of Computer Vision (WACV), Waikoloa, Hawaii, 04/01/2022-08/01/2022, pp. 1959-1968
  Contributo in Atti di Convegno (Proceeding)
• Tavera, Antonio; Masone, Carlo; Caputo, Barbara (2021)
  Reimagine BiSeNet for Real-Time Domain Adaptation in Semantic Segmentation. In: Italian Institute of Robotics and Intelligent Machines (2021 I-RIM Conference), Rome, 08/10/2021 - 10/10/2021, pp. 33-36
  Contributo in Atti di Convegno (Proceeding)
• Alberti, Emanuele; Tavera, Antonio; Masone, Carlo; Caputo, Barbara (2020)
  IDDA: A Large-Scale Multi-Domain Dataset for Autonomous Driving. In: 2020 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Las Vegas (USA), 25-29 Ottobre 2020
  Contributo in Atti di Convegno (Proceeding)