2nd Workshop on Novel Benchmarks and Approaches for Real-World Continual Learning

Held in conjunction with the “22nd International Conference on Image Analysis and Processing (ICIAP)” – September 11-15, 2023, Udine (Italy) 

Web site: https://cl4real.github.io

ICIAP 2023 is the 22nd edition of a biennial series of conferences by CVPL, the Italian Member Society of the International Association for Pattern Recognition (IAPR). The conference focuses on classic and recent trends in computer vision, pattern recognition, and image processing and covers theoretical and applicative aspects. The event is hosted by the University of Udine, located in the downtown center of Udine. Udine is located in Friuli Venezia Giulia region, in the North East of Italy, about 140 km from Venice and 80 km from Trieste.

The 2nd Workshop on Novel Benchmarks and Approaches for Real-World Continual Learning aims to promote and attract research on less studied aspects of continual learning, from new benchmarks to evaluation protocols, thus integrating the current methodological research efforts with a more practical and application-oriented perspective.

Topics

The workshop aims to attract novel and original contributions exploring the intersection of continual learning and real-world applications. Expected submissions should cover, but are not limited to, the following topics:

• investigations and proposals of metrics to better qualify the performance of continual learning approaches in the context of realistic problems;
• novel continual learning benchmarks that go beyond the classical settings, focusing on one or more key aspects that characterize applications;
• case studies of deployment and integration of continual learning approaches to real-world problems;
• methodological contributions that focus on key aspects of realistic applications.

Important dates

Paper submission deadline: June 30, 2023

Notification to authors: July 30, 2023

Camera-ready deadline: August 15, 2023

Proceedings

Accepted papers will be published in Springer LNCS in a separate proceedings book.

Organizers

Simone Palazzo (University of Catania)

Giovanni Bellitto (University of Catania)

Lorenzo Bonicelli (University of Modena and Reggio Emilia)

Vincenzo Lomonaco (University of Pisa)

We hope to see you in Udine!