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We present techniques to measure crop heights using a 3D Light Detection and Ranging (LiDAR) sensor mounted on an Unmanned Aerial Vehicle (UAV). Knowing the height of plants is crucial to monitor their overall health and growth cycles,…

机器人学 · 计算机科学 2023-06-02 Harnaik Dhami , Kevin Yu , Tianshu Xu , Qian Zhu , Kshitiz Dhakal , James Friel , Song Li , Pratap Tokekar

Selective robotic harvesting is a promising technological solution to address labour shortages which are affecting modern agriculture in many parts of the world. For an accurate and efficient picking process, a robotic harvester requires…

计算机视觉与模式识别 · 计算机科学 2023-10-18 Justin Le Louëdec , Grzegorz Cielniak

As the world population is expected to reach 10 billion by 2050, our agricultural production system needs to double its productivity despite a decline of human workforce in the agricultural sector. Autonomous robotic systems are one…

Robots are increasingly being deployed in agriculture to support sustainable practices and improve productivity. They offer strong potential to enable precise, efficient, and environmentally friendly operations. However, most existing…

机器人学 · 计算机科学 2026-03-31 Stephane Ngnepiepaye Wembe , Vincent Rousseau , Johann Laconte , Roland Lenain

Machine vision for plant phenotyping is an emerging research area for producing high throughput in agriculture and crop science applications. Since 2D based approaches have their inherent limitations, 3D plant analysis is becoming state of…

We present an autonomous aerial system for safe and efficient through-the-canopy fruit counting. Aerial robot applications in large-scale orchards face significant challenges due to the complexity of fine-tuning flight paths based on…

机器人学 · 计算机科学 2025-05-20 Teaya Yang , Roman Ibrahimov , Mark W. Mueller

Controlling environmental conditions and monitoring plant status in greenhouses is critical to promptly making appropriate management decisions aimed at promoting crop production. The primary objective of this research study was to develop…

As technology progresses, smart automated systems will serve an increasingly important role in the agricultural industry. Current existing vision systems for yield estimation face difficulties in occlusion and scalability as they utilize a…

计算机视觉与模式识别 · 计算机科学 2023-04-14 Andy Kweon , Vishnu Hu , Jong Yoon Lim , Trevor Gee , Edmond Liu , Henry Williams , Bruce A. MacDonald , Mahla Nejati , Inkyu Sa , Ho Seok Ahn

T-Rex (The Robot for Extracting Leaf Samples) is a gantry-based robotic system developed for autonomous leaf localization, selection, and grasping in greenhouse environments. The system integrates a 6-degree-of-freedom manipulator with a…

机器人学 · 计算机科学 2025-05-06 Srecharan Selvam , Abhisesh Silwal , George Kantor

We present an AI pipeline that involves using smart drones equipped with computer vision to obtain a more accurate fruit count and yield estimation of the number of blueberries in a field. The core components are two object-detection models…

计算机视觉与模式识别 · 计算机科学 2025-01-07 Hieu D. Nguyen , Brandon McHenry , Thanh Nguyen , Harper Zappone , Anthony Thompson , Chau Tran , Anthony Segrest , Luke Tonon

Quantifying greenhouse-gases (GHG) in wetlands is critical for climate modeling and restoration assessment, yet manual sampling is labor-intensive, and time demanding. We present WetExplorer, an autonomous tracked robot that automates the…

机器人学 · 计算机科学 2025-11-17 Jose Vasquez , Xuping Zhang

Panoptic segmentation in agriculture is an advanced computer vision technique that provides a comprehensive understanding of field composition. It facilitates various tasks such as crop and weed segmentation, plant panoptic segmentation,…

计算机视觉与模式识别 · 计算机科学 2023-09-26 Khoa Dang Nguyen , Thanh-Hai Phung , Hoang-Giang Cao

We present a vision-based navigation system for under-canopy agricultural robots using semantic keypoints. Autonomous under-canopy navigation is challenging due to the tight spacing between the crop rows ($\sim 0.75$ m), degradation in…

Plant phenotyping refers to a quantitative description of the plants properties, however in image-based phenotyping analysis, our focus is primarily on the plants anatomical, ontogenetical and physiological properties.This technique…

计算机视觉与模式识别 · 计算机科学 2022-10-25 Petros N. Tamvakis , Chairi Kiourt , Alexandra D. Solomou , George Ioannakis , Nestoras C. Tsirliganis

This study presents a closed-loop robotic strawberry harvesting system that combines a robust vision module, simulation-trained deep reinforcement learning (DRL) control, and ROS-based realrobot execution. For perception, we propose…

机器人学 · 计算机科学 2026-05-25 Al Bashir , Shao-Yang Chang , Partho Ghose , Prem Raj , Chen-Kang Huang , Azlan Zahid

RoBoa is a vine-like search and rescue robot that can explore narrow and cluttered environments such as destroyed buildings. The robot assists rescue teams in finding and communicating with trapped people. It employs the principle of vine…

Interest in agricultural robotics has increased considerably in recent years due to benefits such as improvement in productivity and labor reduction. However, current problems associated with unstructured environments make the development…

机器人学 · 计算机科学 2023-06-19 Ege Gursoy , Benjamin Navarro , Akansel Cosgun , Dana Kulić , Andrea Cherubini

Modern agricultural applications require knowledge about the position and size of fruits on plants. However, occlusions from leaves typically make obtaining this information difficult. We present a novel viewpoint planning approach that…

机器人学 · 计算机科学 2021-08-19 Tobias Zaenker , Claus Smitt , Chris McCool , Maren Bennewitz

The advancements in precision agriculture are vital to support the increasing demand for global food supply. Precision spot spraying is a major step towards reducing chemical usage for pest and weed control in agriculture. A novel spot…

Poultry farming plays a pivotal role in addressing human food demand. Robots are emerging as promising tools in poultry farming, with the potential to address sustainability issues while meeting the increasing production needs and demand…

机器人学 · 计算机科学 2023-11-10 Ugur Ozenturk , Zhengqi Chen , Lorenzo Jamone , Elisabetta Versace