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Grapevine winter pruning is a complex task, that requires skilled workers to execute it correctly. The complexity of this task is also the reason why it is time consuming. Considering that this operation takes about 80-120 hours/ha to be…

Computer Vision and Pattern Recognition · Computer Science 2021-06-09 Miguel Fernandes , Antonello Scaldaferri , Giuseppe Fiameni , Tao Teng , Matteo Gatti , Stefano Poni , Claudio Semini , Darwin Caldwell , Fei Chen

Soft, growing vine robots are well-suited for exploring cluttered, unknown environments, and are theorized to be performant during structural collapse incidents caused by earthquakes, fires, explosions, and material flaws. These vine robots…

Robotics · Computer Science 2024-11-12 Ciera McFarland , Ankush Dhawan , Riya Kumari , Chad Council , Margaret Coad , Nathaniel Hanson

We study a Visual-Inertial Navigation (VIN) problem in which a robot needs to estimate its state using an on-board camera and an inertial sensor, without any prior knowledge of the external environment. We consider the case in which the…

Robotics · Computer Science 2018-08-03 Luca Carlone , Sertac Karaman

The request for fast response and safe operation after natural and man-made disasters in urban environments has spurred the development of robotic systems designed to assist in search and rescue operations within complex rubble sites.…

Robotics · Computer Science 2024-09-23 Zheyu Zhou , Yaqing Wang , Elliot W. Hawkes , Chen Li

Localization in agricultural environments is challenging due to their unstructured nature and lack of distinctive landmarks. Although agricultural settings have been studied in the context of object classification and segmentation, the…

Computer Vision and Pattern Recognition · Computer Science 2026-04-24 Judith Vilella-Cantos , Mauro Martini , Marcello Chiaberge , Mónica Ballesta , David Valiente

Navigation and inspection in confined environments, such as tunnels and pipes, pose significant challenges for existing robots due to limitations in maneuverability and adaptability to varying geometries. Vine robots, which are soft growing…

Robotics · Computer Science 2025-07-11 Yimeng Qin , Jared Grinberg , William Heap , Allison M. Okamura

Mobile robots will play a crucial role in the transition towards sustainable agriculture. To autonomously and effectively monitor the state of plants, robots ought to be equipped with visual perception capabilities that are robust to the…

Robotics · Computer Science 2023-07-04 Agnese Chiatti , Riccardo Bertoglio , Nico Catalano , Matteo Gatti , Matteo Matteucci

Robotic pollination offers a promising alternative to manual labor and bumblebee-assisted methods in controlled agriculture, where wind-driven pollination is absent and regulatory restrictions limit the use of commercial pollinators. In…

Robotics · Computer Science 2026-03-10 Jaehwan Jeong , Tuan-Anh Vu , Radha Lahoti , Jiawen Wang , Vivek Alumootil , Sangpil Kim , M. Khalid Jawed

Reliable long-term deployment of autonomous robots in agricultural environments remains challenging due to perceptual aliasing, seasonal variability, and the dynamic nature of crop canopies. Vineyards, characterized by repetitive row…

Robotics · Computer Science 2026-03-06 Giorgio Audrito , Mauro Martini , Alessandro Navone , Giorgia Galluzzo , Marcello Chiaberge

This study presents a vision-guided robotic control system for automated fruit tree pruning applications. Traditional pruning practices are labor-intensive and limit agricultural efficiency and scalability, highlighting the need for…

Robotics · Computer Science 2025-06-09 Dawood Ahmed , Basit Muhammad Imran , Martin Churuvija , Manoj Karkee

Trunk diameter is a variable of agricultural interest, used mainly in the prediction of fruit trees production. It is correlated with leaf area and biomass of trees, and consequently gives a good estimate of the potential production of the…

Computer Vision and Pattern Recognition · Computer Science 2016-05-11 Diego Sebastián Pérez , Facundo Bromberg , Francisco Gonzalez Antivilo

Robotic manipulation in complex scenes demands precise perception of task-relevant details, yet fixed or suboptimal viewpoints often impair fine-grained perception and induce occlusions, constraining imitation-learned policies. We present…

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 constraints limit the adoption of large-scale machinery. In…

Robotics · Computer Science 2025-05-13 Alessandro Navone , Mauro Martini , Marcello Chiaberge

Vine robots are a class of soft continuum robots that grow via tip eversion, allowing them to move their tip without relying on reaction forces from the environment. Constructed from compliant materials such as fabric and thin, flexible…

Robotics · Computer Science 2023-06-05 Nathaniel Agharese , Allison M. Okamura

Quadruped locomotion is currently a vibrant research area, which has reached a level of maturity and performance that enables some of the most advanced real-world applications with autonomous quadruped robots both in academia and industry.…

Robotics · Computer Science 2021-10-12 Deng Ganyu , Luo Jianwen , Sun Caiming , Pan Dongwei , Peng Longyao , Ding Ning , Zhang Aidong

Natural environments such as forests and grasslands are challenging for robotic navigation because of the false perception of rigid obstacles from high grass, twigs, or bushes. In this work, we propose Wild Visual Navigation (WVN), an…

Robotics · Computer Science 2023-05-17 Jonas Frey , Matias Mattamala , Nived Chebrolu , Cesar Cadena , Maurice Fallon , Marco Hutter

Everting, soft growing vine robots benefit from reduced friction with their environment, which allows them to navigate challenging terrain. Vine robots can use air pouches attached to their sides for lateral steering. However, when all…

Vision-based navigation systems in arable fields are an underexplored area in agricultural robot navigation. Vision systems deployed in arable fields face challenges such as fluctuating weed density, varying illumination levels, growth…

Robotics · Computer Science 2024-05-29 Rajitha de Silva , Grzegorz Cielniak , Junfeng Gao

Robust robot navigation in outdoor environments requires accurate perception systems capable of handling visual challenges such as repetitive structures and changing appearances. Visual feature matching is crucial to vision-based pipelines…

Computer Vision and Pattern Recognition · Computer Science 2025-03-13 Rajitha de Silva , Jonathan Cox , Marija Popovic , Cesar Cadena , Cyrill Stachniss , Riccardo Polvara

Vision-and-Language Navigation (VLN) empowers agents to associate time-sequenced visual observations with corresponding instructions to make sequential decisions. However, generalization remains a persistent challenge, particularly when…

Robotics · Computer Science 2025-02-27 Zerui Li , Gengze Zhou , Haodong Hong , Yanyan Shao , Wenqi Lyu , Yanyuan Qiao , Qi Wu