EUVIP 2026 | 14th European Conference on Visual Information Processing,
EUVIP 2026 will bring together researchers and practitioners from academia and industry working in the field of visual information processing, an important branch of Artificial Intelligence (AI). EUVIP covers a broad range of visual modalities, processing tasks, performance assessment methodologies, and applications.
The first day of the conference will be dedicated to one-day tutorials. The main conference programme will include keynote talks, oral and poster sessions, special sessions, panel discussions, and industry-oriented activities, providing a forum for presenting recent advances and discussing emerging challenges in the field.
Rethinking Multimodal AI Models: Beyond Accuracy, Towards Trust
The rapid adoption of Large Multimodal Models is reshaping smart technologies, while simultaneously raising fundamental questions about trust, safety and accountability. Moving beyond traditional performance metrics, real-world deployment demands a deeper understanding of model behavior under uncertainty, bias, and privacy constraints. This talk presents a perspective on Trustworthy AI approaches, with a focus on vision-language tasks, across five interconnected dimensions: (i) eXplainable AI for making multimodal decisions transparent; (ii) bias discovery and mitigation through scalable and automated approaches; (iii) automatic benchmarking frameworks for robust evaluation of Large Multimodal Models; (iv) uncertainty quantification as a foundation for reliable decision making; and (v) privacy-based learning, including privacy leakage analysis, unlearning and federated learning. The talk concludes by outlining open research challenges toward principled and socially aligned AI systems for the next generation of smart technologies.