2.0CVJul 18, 2024
Collaborative real-time vision-based device for olive oil production monitoringMatija Šuković, Igor Jovančević
This paper proposes an innovative approach to improving quality control of olive oil manufacturing and preventing damage to the machinery caused by foreign objects. We developed a computer-vision-based system that monitors the input of an olive grinder and promptly alerts operators if a foreign object is detected, indicating it by using guided lasers, audio, and visual cues.
3.3AIAug 12, 2025
A Hardware-oriented Approach for Efficient Active Inference Computation and DeploymentNikola Pižurica, Nikola Milović, Igor Jovančević et al.
Active Inference (AIF) offers a robust framework for decision-making, yet its computational and memory demands pose challenges for deployment, especially in resource-constrained environments. This work presents a methodology that facilitates AIF's deployment by integrating pymdp's flexibility and efficiency with a unified, sparse, computational graph tailored for hardware-efficient execution. Our approach reduces latency by over 2x and memory by up to 35%, advancing the deployment of efficient AIF agents for real-time and embedded applications.