Automated On-Tree Detection and Size Estimation of Pomegranates by a Farmer Robot
Authors: Rosa Pia Devanna, Francesco Vicino, Simone Pietro Garofalo, Gaetano Alessandro Vivaldi, Simone Pascuzzi, Giulio Reina, Annalisa Milella Abstract: Pomegranate (Punica granatum) fruit size estimation plays a crucial role in […]
Toward Digital Twin of Off-Road Vehicles Using Robot Simulation Frameworks
Authors: Arianna Rana, Antonio Petitti, Angelo Ugenti, Rocco Galati, Giulio Reina, Annalisa Milella Abstract: Digital twins provide a powerful tool for testing and maintaining products and processes in several application […]
Yield estimation in precision viticulture by combining deep segmentation and depth-based clustering
Authors: Pia Devanna Rosa, Reina, Gulio, Milella Annalisa, Romeo Laura Abstract: Grapevine phenotyping, that is the process of determining the physical properties (e.g., size, shape, and number) of grape bunches, […]
How Zero-Shot AI Helps Robots “See” Grapes in Real Vineyards

Working in a vineyard means dealing with constant variation—sunlight shifts, leaves hide clusters, and every plant carries its own surprises. For farmers, this makes estimating bunch count and monitoring growth […]
Boosting grape bunch detection in RGB-D images using zero-shot annotation with Segment Anything and GroundingDINO
Authors: Pia Devanna Rosa, Reina, Gulio, Auat Cheein Fernando, Milella Annalisa Abstract: Latest advances in artificial intelligence, particularly in object recognition and segmentation, provide unprece- dented opportunities for precision agriculture. […]
Toward a Digital Twin of Off-Road Robots: What This Research Brings to AgRibot

Authors: Arianna Rana, Antonio Petitti, Angelo Ugenti, Rocco Galati, Giulio Reina, Annalisa Milella If you’ve ever tried to model a real agricultural robot inside a simulator, you already know the […]
Advances on Affordable Hardware Platforms for Human Demonstration Acquisition in Agricultural Applications

This paper presents advances on the Universal Manipulation Interface (UMI) , a low-cost hand-held gripper for robot Learning from Demonstration (LfD), for complex in-the-wild scenarios found in agri- cultural settings. […]
Innovative Practices for a Sustainable European Agrisector
🤔 How can innovation in agri-food make real change in the face of climate & biodiversity challenges? Find out at the upcoming “Innovative practices for a sustainable European agrisector” webinar, […]
The Last Dangerous Job? Why Agriculture Needs Safety Improvements

Europe’s food and farming sectors employ 8.7 million people — yet agriculture remains one of the most dangerous professions in the EU. Farm workers continue to face high rates of injury and chronic health risks, from accidents with heavy machinery to chemical exposure and physically demanding labor. Though usually under-reported, these hazards persist today, especially in small and mid-sized farms.