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6D object pose estimation is a crucial prerequisite for autonomous robot manipulation applications. The state-of-the-art models for pose estimation are convolutional neural network (CNN)-based. Lately, Transformers, an architecture…

计算机视觉与模式识别 · 计算机科学 2023-07-24 Arul Selvam Periyasamy , Arash Amini , Vladimir Tsaturyan , Sven Behnke

Most existing robotic harvesters utilize a unimanual approach; a single arm grasps the crop and detaches it, either via a detachment movement, or by cutting its stem with a specially designed gripper/cutter end-effector. However, such…

机器人学 · 计算机科学 2022-09-14 Sotiris Stavridis , Dimitrios Papageorgiou , Leonidas Droukas , Zoe Doulgeri

In order to explore robotic grasping in unstructured and dynamic environments, this work addresses the visual perception phase involved in the task. This phase involves the processing of visual data to obtain the location of the object to…

机器人学 · 计算机科学 2021-03-02 Eduardo Godinho Ribeiro , Raul de Queiroz Mendes , Valdir Grassi

Within the field of robotics, computer vision remains a significant barrier to progress, with many tasks hindered by inefficient vision systems. This research proposes a generalized vision module leveraging YOLOv9, a state-of-the-art…

机器人学 · 计算机科学 2025-10-16 Nicolas Pottier , Meng Cheng Lau

Autonomous navigation of a robot in agricultural fields is essential for every task from crop monitoring to weed management and fertilizer application. Many current approaches rely on accurate GPS, however, such technology is expensive and…

机器人学 · 计算机科学 2022-10-13 Alireza Ahmadi , Michael Halstead , Chris McCool

One of the main challenges of visual object tracking comes from the arbitrary appearance of objects. Most existing algorithms try to resolve this problem as an object-specific task, i.e., the model is trained to regenerate or classify a…

计算机视觉与模式识别 · 计算机科学 2016-04-27 Kai Chen , Wenbing Tao

In farming systems, harvesting operations are tedious, time- and resource-consuming tasks. Based on this, deploying a fleet of autonomous robots to work alongside farmworkers may provide vast productivity and logistics benefits. Then, an…

计算机视觉与模式识别 · 计算机科学 2023-11-21 Abhishesh Pal , Antonio C. Leite , Jon G. O. Gjevestad , Pål J. From

This study investigates the application of single and two-stage 2D-object detection algorithms like You Only Look Once (YOLO), Real-Time DEtection TRansformer (RT-DETR) algorithm for automated object detection to enhance road safety for…

计算机视觉与模式识别 · 计算机科学 2024-12-31 Stefan Schoder

Robotic grasping detection is one of the most important fields in robotics, in which great progress has been made recent years with the help of convolutional neural network (CNN). However, including multiple objects in one scene can…

机器人学 · 计算机科学 2018-03-05 Hanbo Zhang , Xuguang Lan , Xinwen Zhou , Zhiqiang Tian , Yang Zhang , Nanning Zheng

Computer Vision problems deal with the semantic extraction of information from camera images. Especially for field crop images, the underlying problems are hard to label and even harder to learn, and the availability of high-quality…

计算机视觉与模式识别 · 计算机科学 2021-10-29 Dirk Norbert Helmrich , Jens Henrik Göbbert , Mona Giraud , Hanno Scharr , Andrea Schnepf , Morris Riedel

Street-level imagery holds a significant potential to scale-up in-situ data collection. This is enabled by combining the use of cheap high quality cameras with recent advances in deep learning compute solutions to derive relevant thematic…

计算机视觉与模式识别 · 计算机科学 2021-12-20 Raphaël d'Andrimont , Momchil Yordanov , Laura Martinez-Sanchez , Marijn van der Velde

Now a days, UAVs such as drones are greatly used for various purposes like that of capturing and target detection from ariel imagery etc. Easy access of these small ariel vehicles to public can cause serious security threats. For instance,…

计算机视觉与模式识别 · 计算机科学 2022-01-11 Aleena Ajaz , Ayesha Salar , Tauseef Jamal , Asif Ullah Khan

This paper investigates and develops methods for detecting small objects in large-scale aerial images. Current approaches for detecting small objects in aerial images often involve image cropping and modifications to detector network…

计算机视觉与模式识别 · 计算机科学 2025-12-09 Mahila Moghadami , Mohammad Ali Keyvanrad , Melika Sabaghian

Agriculture, fundamental for human sustenance, faces unprecedented challenges. The need for efficient, human-cooperative, and sustainable farming methods has never been greater. The core contributions of this work involve leveraging Active…

机器人学 · 计算机科学 2024-09-20 Michele Carlo La Greca , Mirko Usuelli , Matteo Matteucci

Robotic crop phenotyping has emerged as a key technology to assess crops' morphological and physiological traits at scale. These phenotypical measurements are essential for developing new crop varieties with the aim of increasing…

计算机视觉与模式识别 · 计算机科学 2023-10-23 David Liu , Zhengkun Li , Zihao Wu , Changying Li

Nowadays, the agricultural data can be generated through various sources, such as: Internet of Thing (IoT), sensors, satellites, weather stations, robots, farm equipment, agricultural laboratories, farmers, government agencies and…

数据库 · 计算机科学 2020-03-12 Vuong M. Ngo , M-Tahar Kechadi

This paper presented a state-of-the-art framework, Time Gated Convolutional Neural Network (TGCNN) that takes advantage of temporal information and gating mechanisms for the crop classification problem. Besides, several vegetation indices…

计算机视觉与模式识别 · 计算机科学 2022-06-22 Longlong Weng , Yashu Kang , Kezhao Jiang , Chunlei Chen

Object detection-the computer vision task dealing with detecting instances of objects of a certain class (e.g., 'car', 'plane', etc.) in images-attracted a lot of attention from the community during the last 5 years. This strong interest…

计算机视觉与模式识别 · 计算机科学 2019-08-21 Shivang Agarwal , Jean Ogier Du Terrail , Frédéric Jurie

Confinement during COVID-19 has caused serious effects on agriculture all over the world. As one of the efficient solutions, mechanical harvest/auto-harvest that is based on object detection and robotic harvester becomes an urgent need.…

计算机视觉与模式识别 · 计算机科学 2020-11-06 Kevin Riou , Jingwen Zhu , Suiyi Ling , Mathis Piquet , Vincent Truffault , Patrick Le Callet

The field of collaborative robotics and human-robot interaction often focuses on the prediction of human behaviour, while assuming the information about the robot setup and configuration being known. This is often the case with fixed…

机器人学 · 计算机科学 2019-02-18 Justinas Miseikis , Inka Brijacak , Saeed Yahyanejad , Kyrre Glette , Ole Jakob Elle , Jim Torresen