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In this paper, a novel prototype for harvesting table-top grown strawberries is presented, that is minimalist in its footprint interacting with the fruit. In our methodology, a smooth trapper manipulates the stem into a precise groove…

机器人学 · 计算机科学 2025-07-29 Mohamed Sorour , Mohamed Heshmat , Khaled Elgeneidy , Pål Johan From

Automating warehouse operations can reduce logistics overhead costs, ultimately driving down the final price for consumers, increasing the speed of delivery, and enhancing the resiliency to workforce fluctuations. The past few years have…

机器人学 · 计算机科学 2023-06-28 Shuai Li , Azarakhsh Keipour , Kevin Jamieson , Nicolas Hudson , Charles Swan , Kostas Bekris

The automation of fruit harvesting has gained increasing significance in response to rising labor shortages. A sensorized gripper is a key component of this process, which must be compact enough for confined spaces, able to stably grasp…

机器人学 · 计算机科学 2026-02-24 Ruohan Zhang , Mohammad Amin Mirzaee , Wenzhen Yuan

In this research, a fully neural network based visual perception framework for autonomous apple harvesting is proposed. The proposed framework includes a multi-function neural network for fruit recognition and a Pointnet grasp estimation to…

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

The strawberry (Fragaria x ananassa), known worldwide for its economic value and nutritional richness, is a widely cultivated fruit. Determining the correct ripeness level during the harvest period is crucial for both preventing losses for…

计算机视觉与模式识别 · 计算机科学 2026-02-24 Mustafa Yurdakul , Zeynep Sena Bastug , Ali Emre Gok , Sakir Taşdemir

Bin picking systems in factory automation usually face robustness issues caused by sparse and noisy 3D data of metallic objects. Utilizing multiple views, especially with a one-shot 3D sensor and "sensor on hand" configuration is getting…

机器人学 · 计算机科学 2025-07-02 Xingdou Fu , Lin Miao , Yasuhiro Ohnishi , Yuki Hasegawa , Masaki Suwa

Machine vision for precision agriculture has attracted considerable research interest in recent years. The goal of this paper is to develop an end-to-end cranberry health monitoring system to enable and support real time cranberry…

计算机视觉与模式识别 · 计算机科学 2020-11-10 Peri Akiva , Benjamin Planche , Aditi Roy , Kristin Dana , Peter Oudemans , Michael Mars

This study proposed a YOLOv5-based custom object detection model to detect strawberries in an outdoor environment. The original architecture of the YOLOv5s was modified by replacing the C3 module with the C2f module in the backbone network,…

计算机视觉与模式识别 · 计算机科学 2023-10-13 Zixuan He , Salik Ram Khanal , Xin Zhang , Manoj Karkee , Qin Zhang

This paper presents a 3-step system that estimates the real-time energy expenditure of an individual in a non-intrusive way. First, using the user's smart-phone's sensors, we build a Decision Tree model to recognize his physical activity…

计算机与社会 · 计算机科学 2020-09-09 Maxime De Bois , Hamdi Amroun , Mehdi Ammi

Selective harvesting by autonomous robots will be a critical enabling technology for future farming. Increases in inflation and shortages of skilled labour are driving factors that can help encourage user acceptability of robotic…

Owing to recent advances in artificial intelligence and internet of things (IoT) technologies, collected big data facilitates high computational performance, while its computational resources and energy cost are large. Moreover, data are…

机器学习 · 计算机科学 2020-11-24 Hiroyasu Ando , T. Okamoto , H. Chang , T. Noguchi , Shinji Nakaoka

In this paper, we present a computer vision-based approach to measure the sizes and growth rates of apple fruitlets. Measuring the growth rates of apple fruitlets is important because it allows apple growers to determine when to apply…

Human Activity Recognition (HAR) is considered a valuable research topic in the last few decades. Different types of machine learning models are used for this purpose, and this is a part of analyzing human behavior through machines. It is…

机器学习 · 计算机科学 2021-03-31 Jakaria Rabbi , Md. Tahmid Hasan Fuad , Md. Abdul Awal

Purpose: Surgical task-based metrics (rather than entire procedure metrics) can be used to improve surgeon training and, ultimately, patient care through focused training interventions. Machine learning models to automatically recognize…

计算机视觉与模式识别 · 计算机科学 2019-07-04 Aneeq Zia , Liheng Guo , Linlin Zhou , Irfan Essa , Anthony Jarc

The use of accurate and reliable open-source human activity recognition (HAR) models on passively collected wrist-accelerometer data is essential in large-scale epidemiological studies that investigate the association between physical…

机器学习 · 计算机科学 2026-05-01 Aidan Acquah , Shing Chan , Aiden Doherty

In a human-centered intelligent manufacturing system, sensing and understanding of the worker's activity are the primary tasks. In this paper, we propose a novel multi-modal approach for worker activity recognition by leveraging information…

计算机视觉与模式识别 · 计算机科学 2019-08-22 Wenjin Tao , Ming C. Leu , Zhaozheng Yin

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

In the robotic crop harvesting environment, foreign objects intrusion in the gripper workspace is frequently occurring and unignorable, however, rarely addressed. This paper presents a novel intelligent robotic grasping method capable of…

机器人学 · 计算机科学 2021-10-19 Hongyu Zhou , Xing Wang , Hanwen Kang , Chao Chen

Blackberry harvesting is a labor-intensive and costly process, consuming up to 50\% of the total annual crop hours. This paper presents a solution for robotic harvesting through the design, manufacturing, integration, and control of a…

机器人学 · 计算机科学 2023-03-17 Milad Azizkhani , Anthony L. Gunderman , Alex S. Qiu , Ai-Ping Hu , Xin Zhang , Yue Chen

A mobile manipulator often finds itself in an application where it needs to take a close-up view before performing a manipulation task. Named this as a coupled active perception and manipulation (CAPM) problem, we model the uncertainty in…

机器人学 · 计算机科学 2023-10-02 Shuangyu Xie , Chengsong Hu , Di Wang , Joe Johnson , Muthukumar Bagavathiannan , Dezhen Song