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Accurate 6D object pose estimation is essential for robotic grasping and manipulation, particularly in agriculture, where fruits and vegetables exhibit high intra-class variability in shape, size, and texture. The vast majority of existing…

计算机视觉与模式识别 · 计算机科学 2025-06-02 Marios Glytsos , Panagiotis P. Filntisis , George Retsinas , Petros Maragos

Robust and effective fruit detection and localization is essential for robotic harvesting systems. While extensive research efforts have been devoted to improving fruit detection, less emphasis has been placed on the fruit localization…

机器人学 · 计算机科学 2023-11-07 Kaixiang Zhang , Pengyu Chu , Kyle Lammers , Zhaojian Li , Renfu Lu

This study presents an investigation into the utilization of a Multi-Input architecture for the classification of fruits (apples and mangoes) into healthy and defective states, employing both RGB and silhouette images. The primary aim is to…

计算机视觉与模式识别 · 计算机科学 2024-10-16 Luis Chuquimarca , Boris Vintimilla , Sergio Velastin

With the goal of developing fully autonomous cooking robots, developing robust systems that can chop a wide variety of objects is important. Existing approaches focus primarily on the low-level dynamics of the cutting action, which…

机器人学 · 计算机科学 2023-07-26 Atharva Dikshit , Alison Bartsch , Abraham George , Amir Barati Farimani

With rich annotation information, object detection-based automated plant disease diagnosis systems (e.g., YOLO-based systems) often provide advantages over classification-based systems (e.g., EfficientNet-based), such as the ability to…

计算机视觉与模式识别 · 计算机科学 2023-10-31 Quan Huu Cap , Atsushi Fukuda , Satoshi Kagiwada , Hiroyuki Uga , Nobusuke Iwasaki , Hitoshi Iyatomi

To address the issues associated with the existing algorithms for the current apple detection, this study proposes an improved YOLOv5s-based method, named YOLOv5s-BC, for real-time apple detection, in which a series of modifications have…

图像与视频处理 · 电气工程与系统科学 2023-11-13 Jingfan Liu , Zhaobing Liu

Early detection of fertilizer-induced stress in tomato plants is crucial for optimizing crop yield through timely management interventions. While conventional optical methods struggle to detect fertilizer stress in young leaves, these…

计算机视觉与模式识别 · 计算机科学 2024-11-22 Sho Ueda , Xujun Ye

Small farms contribute to a large share of the productive land in developing countries. In regions such as sub-Saharan Africa, where 80\% of farms are small (under 2 ha in size), the task of mapping smallholder cropland is an important part…

计算机视觉与模式识别 · 计算机科学 2024-03-07 Jonathan Xu , Amna Elmustafa , Liya Weldegebriel , Emnet Negash , Richard Lee , Chenlin Meng , Stefano Ermon , David Lobell

Robotic strawberry harvesting remains challenging under partial occlusion, where leaf interference introduces significant geometric uncertainty and renders grasp decisions based on a single deterministic shape estimate unreliable. From a…

机器人学 · 计算机科学 2026-03-03 Malak Mansour , Ali Abouzeid , Zezhou Sun , Qinbo Sun , Dezhen Song , Abdalla Swikir

Tree fruit breeding is a long-term activity involving repeated measurements of various fruit quality traits on a large number of samples. These traits are traditionally measured by manually counting the fruits, weighing to indirectly…

计算机视觉与模式识别 · 计算机科学 2023-02-15 Ritayu Nagpal , Sam Long , Shahid Jahagirdar , Weiwei Liu , Scott Fazackerley , Ramon Lawrence , Amritpal Singh

While many quality metrics exist to evaluate the quality of a grasp by itself, no clear quantification of the quality of a grasp relatively to the task the grasp is used for has been defined yet. In this paper we propose a framework to…

机器人学 · 计算机科学 2019-07-11 Luca Cavalli , Gianpaolo Di Pietro , Matteo Matteucci

The fruit identification process involves analyzing and categorizing different types of fruits based on their visual characteristics. This activity can be achieved using a range of methodologies, encompassing manual examination,…

计算机视觉与模式识别 · 计算机科学 2024-06-05 Christine Dewi , Dhananjay Thiruvady , Nayyar Zaidi

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

In this letter, we present a new dataset to advance the state of the art in detecting citrus fruit and accurately estimate yield on trees affected by the Huanglongbing (HLB) disease in orchard environments via imaging. Despite the fact that…

计算机视觉与模式识别 · 计算机科学 2024-10-11 Jordan A. James , Heather K. Manching , Matthew R. Mattia , Kim D. Bowman , Amanda M. Hulse-Kemp , William J. Beksi

Fruit recognition using Deep Convolutional Neural Network (CNN) is one of the most promising applications in computer vision. In recent times, deep learning based classifications are making it possible to recognize fruits from images.…

计算机视觉与模式识别 · 计算机科学 2020-01-28 Shadman Sakib , Zahidun Ashrafi , Md. Abu Bakr Siddique

Object grasping is critical for many applications, which is also a challenging computer vision problem. However, for the clustered scene, current researches suffer from the problems of insufficient training data and the lacking of…

计算机视觉与模式识别 · 计算机科学 2020-01-03 Hao-Shu Fang , Chenxi Wang , Minghao Gou , Cewu Lu

This paper presents the challenges agricultural robotic harvesters face in detecting and localising fruits under various environmental disturbances. In controlled laboratory settings, both the traditional HSV (Hue Saturation Value)…

机器人学 · 计算机科学 2025-02-19 C. Beldek , J. Cunningham , M. Aydin , E. Sariyildiz , S. L. Phung , G. Alici

Automated phenotyping of plants for breeding and plant studies promises to provide quantitative metrics on plant traits at a previously unattainable observation frequency. Developers of tools for performing high-throughput phenotyping are,…

计算机视觉与模式识别 · 计算机科学 2024-03-04 Katherine Margaret Frances James , Karoline Heiwolt , Daniel James Sargent , Grzegorz Cielniak

Artificial intelligence applications enable farmers to optimize crop growth and production while reducing costs and environmental impact. Computer vision-based algorithms in particular, are commonly used for fruit segmentation, enabling…

计算机视觉与模式识别 · 计算机科学 2023-07-04 Marija Ivanovska , Vitomir Struc , Janez Pers

Inadequate generality across different organs and tasks constrains the application of ultrasound (US) image analysis methods in smart healthcare. Building a universal US foundation model holds the potential to address these issues.…

图像与视频处理 · 电气工程与系统科学 2024-01-03 Jing Jiao , Jin Zhou , Xiaokang Li , Menghua Xia , Yi Huang , Lihong Huang , Na Wang , Xiaofan Zhang , Shichong Zhou , Yuanyuan Wang , Yi Guo