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Automatic image cropping is a method for maximizing the human-perceived quality of cropped regions in photographs. Although several works have proposed techniques for producing singular crops, little work has addressed the problem of…

计算机视觉与模式识别 · 计算机科学 2025-11-07 Rafe Loya , Andrew Hamara , Benjamin Estell , Benjamin Kilpatrick , Andrew C. Freeman

Autonomous exploration is a new technology in the field of robotics that has found widespread application due to its objective to help robots independently localize, scan maps, and navigate any terrain without human control. Up to present,…

Diseases in fruit cause devastating problem in economic losses and production in agricultural industry worldwide. In this paper, an adaptive approach for the identification of fruit diseases is proposed and experimentally validated. The…

计算机视觉与模式识别 · 计算机科学 2014-08-05 Shiv Ram Dubey , Anand Singh Jalal

In this paper, we address the problem of autonomous exploration of unknown environments with an aerial robot equipped with a sensory set that produces large point clouds, such as LiDARs. The main goal is to gradually explore an area while…

机器人学 · 计算机科学 2021-09-21 Ana Batinovic , Antun Ivanovic , Tamara Petrovic , Stjepan Bogdan

Picking a specific object from clutter is an essential component of many manipulation tasks. Partial observations often require the robot to collect additional views of the scene before attempting a grasp. This paper proposes a closed-loop…

机器人学 · 计算机科学 2022-07-22 Michel Breyer , Lionel Ott , Roland Siegwart , Jen Jen Chung

Crop yield estimation is a relevant problem in agriculture, because an accurate yield estimate can support farmers' decisions on harvesting or precision intervention. Robots can help to automate this process. To do so, they need to be able…

计算机视觉与模式识别 · 计算机科学 2025-06-27 Matteo Sodano , Federico Magistri , Elias Marks , Fares Hosn , Aibek Zurbayev , Rodrigo Marcuzzi , Meher V. R. Malladi , Jens Behley , Cyrill Stachniss

Fruit tree image segmentation is an essential problem in automating a variety of agricultural tasks such as phenotyping, harvesting, spraying, and pruning. Many research papers have proposed a diverse spectrum of solutions suitable to…

计算机视觉与模式识别 · 计算机科学 2024-12-20 Il-Seok Oh

Image-based machine learning models can be used to make the sorting and grading of agricultural products more efficient. In many regions, implementing such systems can be difficult due to the lack of centralization and automation of…

计算机视觉与模式识别 · 计算机科学 2023-01-11 Manuel Knott , Fernando Perez-Cruz , Thijs Defraeye

Robotic inspection of radioactive areas enables operators to be removed from hazardous environments; however, planning and operating in confined, cluttered environments remain challenging. These systems must autonomously reconstruct the…

机器人学 · 计算机科学 2026-03-18 Joshua Raymond Bettles , Jiaxu Wu , Bruno Vilhena Adorno , Joaquin Carrasco , Atsushi Yamashita

Robotic fruit harvesting often fails to reliably detect whether a fruit has been successfully picked, limiting efficiency and increasing crop damage. This problem is difficult due to compliant fruit and grippers, variable stem attachment,…

机器人学 · 计算机科学 2026-04-29 Eva Krueger , Marcus Rosette , Joseph R. Davidson

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…

机器人学 · 计算机科学 2025-05-13 Alessandro Navone , Mauro Martini , Marcello Chiaberge

Robotic harvesting of fruits in orchards is a challenging task, since high density and overlapping of fruits and branches can heavily impact the success rate of robotic harvesting. Therefore, the vision system is demanded to provide…

计算机视觉与模式识别 · 计算机科学 2021-12-09 Hanwen Kang , Chao Chen

Estimating accurate and reliable fruit and vegetable counts from images in real-world settings, such as orchards, is a challenging problem that has received significant recent attention. Estimating fruit counts before harvest provides…

计算机视觉与模式识别 · 计算机科学 2022-08-25 Nicolai Häni , Pravakar Roy , Volkan Isler

Challenges in strawberry picking made selective harvesting robotic technology demanding. However, selective harvesting of strawberries is complicated forming a few scientific research questions. Most available solutions only deal with a…

机器人学 · 计算机科学 2023-01-11 Soran Parsa , Bappaditya Debnath , Muhammad Arshad Khan , Amir Ghalamzan E.

Detecting and estimating size of apples during the early stages of growth is crucial for predicting yield, pest management, and making informed decisions related to crop-load management, harvest and post-harvest logistics, and marketing.…

计算机视觉与模式识别 · 计算机科学 2024-04-03 Ranjan Sapkota , Dawood Ahmed , Martin Churuvija , Manoj Karkee

Crop detection is integral for precision agriculture applications such as automated yield estimation or fruit picking. However, crop detection, e.g., apple detection in orchard environments remains challenging due to a lack of large-scale…

计算机视觉与模式识别 · 计算机科学 2025-03-17 Robert Johanson , Christian Wilms , Ole Johannsen , Simone Frintrop

The goal of image cropping is to identify visually appealing crops in an image. Conventional methods are trained on specific datasets and fail to adapt to new requirements. Recent breakthroughs in large vision-language models (VLMs) enable…

计算机视觉与模式识别 · 计算机科学 2025-04-01 Seung Hyun Lee , Jijun Jiang , Yiran Xu , Zhuofang Li , Junjie Ke , Yinxiao Li , Junfeng He , Steven Hickson , Katie Datsenko , Sangpil Kim , Ming-Hsuan Yang , Irfan Essa , Feng Yang

Planning an optimal route in a complex environment requires efficient reasoning about the surrounding scene. While human drivers prioritize important objects and ignore details not relevant to the decision, learning-based planners typically…

机器人学 · 计算机科学 2022-10-26 Katrin Renz , Kashyap Chitta , Otniel-Bogdan Mercea , A. Sophia Koepke , Zeynep Akata , Andreas Geiger

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

Accurate and consistent fruit monitoring over time is a key step toward automated agricultural production systems. However, this task is inherently difficult due to variations in fruit size, shape, occlusion, orientation, and the dynamic…

计算机视觉与模式识别 · 计算机科学 2026-04-10 Daniel Fusaro , Federico Magistri , Jens Behley , Alberto Pretto , Cyrill Stachniss