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cs.RO2026

VinePT-Map: Pole-Trunk Semantic Mapping for Resilient Autonomous Robotics in Vineyards

Giorgio Audrito, Mauro Martini, Alessandro Navone +2

Reliable long-term deployment of autonomous robots in agricultural environments remains challenging due to perceptual aliasing, seasonal variability, and the dynamic nature of crop…

cs.RO2026

TEMPO-VINE: A Multi-Temporal Sensor Fusion Dataset for Localization and Mapping in Vineyards

Mauro Martini, Marco Ambrosio, Judith Vilella-Cantos +2

In recent years, precision agriculture has been introducing groundbreaking innovations in the field, with a strong focus on automation. However, research studies in robotics and au…

cs.RO2025

Autonomous Robotic Pruning in Orchards and Vineyards: a Review

Alessandro Navone, Mauro Martini, Marcello Chiaberge

Manual pruning is labor intensive and represents up to 25% of annual labor costs in fruit production, notably in apple orchards and vineyards where operational challenges and cost…

cs.RO2025

Adaptive Robot Localization with Ultra-wideband Novelty Detection

Umberto Albertin, Mauro Martini, Alessandro Navone +1

Ultra-wideband (UWB) technology has shown remarkable potential as a low-cost general solution for robot localization. However, limitations of the UWB signal for precise positioning…

cs.RO2024

Semi-Supervised Novelty Detection for Precise Ultra-Wideband Error Signal Prediction

Umberto Albertin, Alessandro Navone, Mauro Martini +1

Ultra-Wideband (UWB) technology is an emerging low-cost solution for localization in a generic environment. However, UWB signal can be affected by signal reflections and non-line-o…

cs.RO2024

Non-linear Model Predictive Control for Multi-task GPS-free Autonomous Navigation in Vineyards

Matteo Sperti, Marco Ambrosio, Mauro Martini +3

Autonomous navigation is the foundation of agricultural robots. This paper focuses on developing an advanced autonomous navigation system for a rover operating within row-based cro…