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69 Results Found

  • Article
  • Open Access
18 Citations
5,557 Views
12 Pages

Validation of Foot Placement Locations from Ankle Data of a Kinect v2 Sensor

  • Daphne Geerse,
  • Bert Coolen,
  • Detmar Kolijn and
  • Melvyn Roerdink

10 October 2017

The Kinect v2 sensor may be a cheap and easy to use sensor to quantify gait in clinical settings, especially when applied in set-ups integrating multiple Kinect sensors to increase the measurement volume. Reliable estimates of foot placement location...

  • Article
  • Open Access
15 Citations
6,049 Views
25 Pages

17 May 2022

Analysing the dynamics in social interactions in indoor spaces entails evaluating spatial–temporal variables from the event, such as location and time. Additionally, social interactions include invisible spaces that we unconsciously acknowledge...

  • Article
  • Open Access
36 Citations
5,163 Views
21 Pages

Assessing the Performance of RGB-D Sensors for 3D Fruit Crop Canopy Characterization under Different Operating and Lighting Conditions

  • Jordi Gené-Mola,
  • Jordi Llorens,
  • Joan R. Rosell-Polo,
  • Eduard Gregorio,
  • Jaume Arnó,
  • Francesc Solanelles,
  • José A. Martínez-Casasnovas and
  • Alexandre Escolà

10 December 2020

The use of 3D sensors combined with appropriate data processing and analysis has provided tools to optimise agricultural management through the application of precision agriculture. The recent development of low-cost RGB-Depth cameras has presented a...

  • Article
  • Open Access
29 Citations
6,505 Views
25 Pages

Elderly Care Based on Hand Gestures Using Kinect Sensor

  • Munir Oudah,
  • Ali Al-Naji and
  • Javaan Chahl

26 December 2020

Technological advances have allowed hand gestures to become an important research field especially in applications such as health care and assisting applications for elderly people, providing a natural interaction with the assisting system through a...

  • Article
  • Open Access
10 Citations
6,256 Views
12 Pages

System for Estimation of Human Anthropometric Parameters Based on Data from Kinect v2 Depth Camera

  • Tomasz Krzeszowski,
  • Bartosz Dziadek,
  • Cíntia França,
  • Francisco Martins,
  • Élvio Rúbio Gouveia and
  • Krzysztof Przednowek

25 March 2023

Anthropometric measurements of the human body are an important problem that affects many aspects of human life. However, anthropometric measurement often requires the application of an appropriate measurement procedure and the use of specialized, som...

  • Article
  • Open Access
9 Citations
3,677 Views
13 Pages

3 March 2023

Because of societal changes, human activity recognition, part of home care systems, has become increasingly important. Camera-based recognition is mainstream but has privacy concerns and is less accurate under dim lighting. In contrast, radar sensors...

  • Article
  • Open Access
31 Citations
6,893 Views
14 Pages

The Accuracy of the Microsoft Kinect V2 Sensor for Human Gait Analysis. A Different Approach for Comparison with the Ground Truth

  • Diego Guffanti,
  • Alberto Brunete,
  • Miguel Hernando,
  • Javier Rueda and
  • Enrique Navarro Cabello

7 August 2020

Several studies have examined the accuracy of the Kinect V2 sensor during gait analysis. Usually the data retrieved by the Kinect V2 sensor are compared with the ground truth of certified systems using a Euclidean comparison. Due to the Kinect V2 sen...

  • Article
  • Open Access
33 Citations
6,073 Views
26 Pages

30 March 2020

We develop a deep learning refined kinematic model for accurately assessing upper limb joint angles using a single Kinect v2 sensor. We train a long short-term memory recurrent neural network using a supervised machine learning architecture to compen...

  • Article
  • Open Access
998 Views
19 Pages

Human action recognition aims to understand human behavior and is crucial in enhancing the intelligence and naturalness of human–computer interaction and bionic robots. This paper proposes a method to improve the complexity and real-time perfor...

  • Article
  • Open Access
196 Citations
20,364 Views
28 Pages

1 October 2015

In the last decade, RGB-D cameras - also called range imaging cameras - have known a permanent evolution. Because of their limited cost and their ability to measure distances at a high frame rate, such sensors are especially appreciated for applicati...

  • Article
  • Open Access
45 Citations
7,445 Views
19 Pages

Estimating Pavement Roughness by Fusing Color and Depth Data Obtained from an Inexpensive RGB-D Sensor

  • Ahmadreza Mahmoudzadeh,
  • Amir Golroo,
  • Mohammad R. Jahanshahi and
  • Sayna Firoozi Yeganeh

6 April 2019

Measuring pavement roughness and detecting pavement surface defects are two of the most important tasks in pavement management. While existing pavement roughness measurement approaches are expensive, the primary aim of this paper is to use a cost-eff...

  • Article
  • Open Access
11 Citations
3,228 Views
21 Pages

Balance Measurement Using Microsoft Kinect v2: Towards Remote Evaluation of Patient with the Functional Reach Test

  • Ines Ayed,
  • Antoni Jaume-i-Capó,
  • Pau Martínez-Bueso,
  • Arnau Mir and
  • Gabriel Moyà-Alcover

30 June 2021

To prevent falls, it is important to measure periodically the balance ability of an individual using reliable clinical tests. As Red Green Blue Depth (RGBD) devices have been increasingly used for balance rehabilitation at home, they may also be used...

  • Article
  • Open Access
16 Citations
4,556 Views
17 Pages

Extraction and Research of Crop Feature Points Based on Computer Vision

  • Jingwen Cui,
  • Jianping Zhang,
  • Guiling Sun and
  • Bowen Zheng

4 June 2019

Based on computer vision technology, this paper proposes a method for identifying and locating crops in order to successfully capture crops in the process of automatic crop picking. This method innovatively combines the YOLOv3 algorithm under the Dar...

  • Article
  • Open Access
101 Citations
12,162 Views
22 Pages

Evaluating the Accuracy of the Azure Kinect and Kinect v2

  • Gregorij Kurillo,
  • Evan Hemingway,
  • Mu-Lin Cheng and
  • Louis Cheng

23 March 2022

The Azure Kinect represents the latest generation of Microsoft Kinect depth cameras. Of interest in this article is the depth and spatial accuracy of the Azure Kinect and how it compares to its predecessor, the Kinect v2. In one experiment, the two s...

  • Article
  • Open Access
84 Citations
14,291 Views
21 Pages

21 June 2021

The Azure Kinect, the successor of Kinect v1 and Kinect v2, is a depth sensor. In this paper we evaluate the skeleton tracking abilities of the new sensor, namely accuracy and precision (repeatability). Firstly, we state the technical features of all...

  • Technical Note
  • Open Access
227 Citations
23,093 Views
23 Pages

Evaluation of the Azure Kinect and Its Comparison to Kinect V1 and Kinect V2

  • Michal Tölgyessy,
  • Martin Dekan,
  • Ľuboš Chovanec and
  • Peter Hubinský

8 January 2021

The Azure Kinect is the successor of Kinect v1 and Kinect v2. In this paper we perform brief data analysis and comparison of all Kinect versions with focus on precision (repeatability) and various aspects of noise of these three sensors. Then we thor...

  • Article
  • Open Access
5 Citations
2,578 Views
17 Pages

Reliability of 3D Depth Motion Sensors for Capturing Upper Body Motions and Assessing the Quality of Wheelchair Transfers

  • Alicia Marie Koontz,
  • Ahlad Neti,
  • Cheng-Shiu Chung,
  • Nithin Ayiluri,
  • Brooke A. Slavens,
  • Celia Genevieve Davis and
  • Lin Wei

30 June 2022

Wheelchair users must use proper technique when performing sitting-pivot-transfers (SPTs) to prevent upper extremity pain and discomfort. Current methods to analyze the quality of SPTs include the TransKinect, a combination of machine learning (ML) m...

  • Article
  • Open Access
7 Citations
3,607 Views
17 Pages

21 June 2020

Recent studies have sought to use Microsoft Kinect sensors to measure water surface shape in steady flows or transient flow processes. They have typically employed a white colourant, usually titanium dioxide (TiO2), in order to make the surface opaqu...

  • Article
  • Open Access
28 Citations
6,082 Views
15 Pages

17 March 2021

Children with cerebral palsy (CP) have high risks of falling. It is necessary to evaluate gait stability for children with CP. In comparison to traditional motion capture techniques, the Kinect has the potential to be utilised as a cost-effective gai...

  • Article
  • Open Access
29 Citations
5,929 Views
13 Pages

HemoKinect: A Microsoft Kinect V2 Based Exergaming Software to Supervise Physical Exercise of Patients with Hemophilia

  • Fernando Mateo,
  • Emilio Soria-Olivas,
  • Juan J. Carrasco,
  • Santiago Bonanad,
  • Felipe Querol and
  • Sofía Pérez-Alenda

26 July 2018

Patients with hemophilia need to strictly follow exercise routines to minimize their risk of suffering bleeding in joints, known as hemarthrosis. This paper introduces and validates a new exergaming software tool called HemoKinect that intends to kee...

  • Article
  • Open Access
49 Citations
7,817 Views
23 Pages

28 September 2019

Plant morphological data are an important basis for precision agriculture and plant phenomics. The three-dimensional (3D) geometric shape of plants is complex, and the 3D morphology of a plant changes relatively significantly during the full growth c...

  • Article
  • Open Access
14 Citations
3,934 Views
13 Pages

Kinect v2-Assisted Semi-Automated Method to Assess Upper Limb Motor Performance in Children

  • Celia Francisco-Martínez,
  • José A. Padilla-Medina,
  • Juan Prado-Olivarez,
  • Francisco J. Pérez-Pinal,
  • Alejandro I. Barranco-Gutiérrez and
  • Juan J. Martínez-Nolasco

15 March 2022

The interruption of rehabilitation activities caused by the COVID-19 lockdown has significant health negative consequences for the population with physical disabilities. Thus, measuring the range of motion (ROM) using remotely taken photographs, whic...

  • Article
  • Open Access
26 Citations
7,840 Views
13 Pages

4 June 2015

In energy crops for biomass production a proper plant structure is important to optimize wood yields. A precise crop characterization in early stages may contribute to the choice of proper cropping techniques. This study assesses the potential of the...

  • Article
  • Open Access
18 Citations
7,186 Views
17 Pages

20 March 2018

Monitoring of cardiopulmonary activity is a challenge when attempted under adverse conditions, including different sleeping postures, environmental settings, and an unclear region of interest (ROI). This study proposes an efficient remote imaging sys...

  • Article
  • Open Access
19 Citations
4,435 Views
14 Pages

Evaluation of Vineyard Cropping Systems Using On-Board RGB-Depth Perception

  • Hugo Moreno,
  • Victor Rueda-Ayala,
  • Angela Ribeiro,
  • Jose Bengochea-Guevara,
  • Juan Lopez,
  • Gerassimos Peteinatos,
  • Constantino Valero and
  • Dionisio Andújar

3 December 2020

A non-destructive measuring technique was applied to test major vine geometric traits on measurements collected by a contactless sensor. Three-dimensional optical sensors have evolved over the past decade, and these advancements may be useful in impr...

  • Article
  • Open Access
50 Citations
5,882 Views
14 Pages

A Practical and Effective Layout for a Safe Human-Robot Collaborative Assembly Task

  • Leonardo Sabatino Scimmi,
  • Matteo Melchiorre,
  • Mario Troise,
  • Stefano Mauro and
  • Stefano Pastorelli

17 February 2021

This work describes a layout to carry out a demonstrative assembly task, during which a collaborative robot performs pick-and-place tasks to supply an operator the parts that he/she has to assemble. In this scenario, the robot and operator share the...

  • Feature Paper
  • Article
  • Open Access
1 Citations
1,965 Views
20 Pages

Advances in visual odometry (VO) systems have benefited from the widespread use of affordable RGB-D cameras, improving indoor localization and mapping accuracy. However, older sensors like the Kinect v1 face challenges due to depth inaccuracies and i...

  • Article
  • Open Access
2 Citations
2,906 Views
8 Pages

Detection Method of Straw Mulching Unevenness with RGB-D Sensors

  • Yuanyuan Shao,
  • Xianlu Guan,
  • Guantao Xuan,
  • Xiaoteng Li,
  • Fengwei Gu,
  • Junteng Ma,
  • Feng Wu and
  • Zhichao Hu

Returning straw to the field is very important of for the conservation tillage to increase land fertility. It is vital to detect the unevenness of the straw covering to evaluate the performance of no-tillage planter, especially for the ones with retu...

  • Article
  • Open Access
44 Citations
8,497 Views
17 Pages

22 October 2019

In this paper, the application of Augmented Reality (AR) for the control and adjustment of robots has been developed, with the aim of making interaction and adjustment of robots easier and more accurate from a remote location. A LeapMotion sensor bas...

  • Article
  • Open Access
83 Citations
11,866 Views
23 Pages

Automatic Non-Destructive Growth Measurement of Leafy Vegetables Based on Kinect

  • Yang Hu,
  • Le Wang,
  • Lirong Xiang,
  • Qian Wu and
  • Huanyu Jiang

7 March 2018

Non-destructive plant growth measurement is essential for plant growth and health research. As a 3D sensor, Kinect v2 has huge potentials in agriculture applications, benefited from its low price and strong robustness. The paper proposes a Kinect-bas...

  • Article
  • Open Access
15 Citations
2,514 Views
21 Pages

Recurrent Network Solutions for Human Posture Recognition Based on Kinect Skeletal Data

  • Bruna Maria Vittoria Guerra,
  • Stefano Ramat,
  • Giorgio Beltrami and
  • Micaela Schmid

1 June 2023

Ambient Assisted Living (AAL) systems are designed to provide unobtrusive and user-friendly support in daily life and can be used for monitoring frail people based on various types of sensors, including wearables and cameras. Although cameras can be...

  • Article
  • Open Access
76 Citations
9,468 Views
11 Pages

An Approach to the Use of Depth Cameras for Weed Volume Estimation

  • Dionisio Andújar,
  • José Dorado,
  • César Fernández-Quintanilla and
  • Angela Ribeiro

25 June 2016

The use of depth cameras in precision agriculture is increasing day by day. This type of sensor has been used for the plant structure characterization of several crops. However, the discrimination of small plants, such as weeds, is still a challenge...

  • Article
  • Open Access
7 Citations
4,258 Views
25 Pages

A Novel Multi-Modal Teleoperation of a Humanoid Assistive Robot with Real-Time Motion Mimic

  • Julio C. Cerón,
  • Md Samiul Haque Sunny,
  • Brahim Brahmi,
  • Luis M. Mendez,
  • Raouf Fareh,
  • Helal Uddin Ahmed and
  • Mohammad H. Rahman

16 February 2023

This research shows the development of a teleoperation system with an assistive robot (NAO) through a Kinect V2 sensor, a set of Meta Quest virtual reality glasses, and Nintendo Switch controllers (Joycons), with the use of the Robot Operating System...

  • Article
  • Open Access
19 Citations
6,130 Views
11 Pages

13 March 2018

This study aims to assess non-contact respiration measurement during the exercise stress test using an upright bicycle ergometer and to evaluate the ventilation threshold value. We propose the tracking of the chest and abdomen by applying the motion...

  • Article
  • Open Access
1 Citations
2,631 Views
30 Pages

17 June 2025

Resilient artificial intelligence (Resilient AI) is relevant in many areas where technology needs to adapt quickly to changing and unexpected conditions, such as in the medical, environmental, security, and agrifood sectors. In the case study involvi...

  • Article
  • Open Access
69 Citations
11,834 Views
17 Pages

This paper describes a 3D path planning system that is able to provide a solution trajectory for the automatic control of a robot. The proposed system uses a point cloud obtained from the robot workspace, with a Kinect V2 sensor to identify the inter...

  • Article
  • Open Access
15 Citations
8,420 Views
20 Pages

21 May 2018

Biometrics is currently an area that is both very interesting as well as rapidly growing. Among various types of biometrics the human gait recognition seems to be one of the most intriguing. However, one of the greatest problems within this field of...

  • Article
  • Open Access
30 Citations
6,438 Views
11 Pages

Sleep Apnea Detection with Polysomnography and Depth Sensors

  • Martin Schätz,
  • Aleš Procházka,
  • Jiří Kuchyňka and
  • Oldřich Vyšata

2 March 2020

This paper is devoted to proving two goals, to show that various depth sensors can be used to record breathing rate with the same accuracy as contact sensors used in polysomnography (PSG), in addition to proving that breathing signals from depth sens...

  • Article
  • Open Access
58 Citations
9,801 Views
28 Pages

Calibrate Multiple Consumer RGB-D Cameras for Low-Cost and Efficient 3D Indoor Mapping

  • Chi Chen,
  • Bisheng Yang,
  • Shuang Song,
  • Mao Tian,
  • Jianping Li,
  • Wenxia Dai and
  • Lina Fang

22 February 2018

Traditional indoor laser scanning trolley/backpacks with multi-laser scanner, panorama cameras, and an inertial measurement unit (IMU) installed are a popular solution to the 3D indoor mapping problem. However, the cost of those mapping suits is quit...

  • Article
  • Open Access
12 Citations
5,269 Views
20 Pages

2 February 2019

This paper presents a scalable embedded solution for processing and transferring 3D point cloud data. Sensors based on the time-of-flight principle generate data which are processed on a local embedded computer and compressed using an octree-based sc...

  • Article
  • Open Access
1 Citations
2,829 Views
29 Pages

23 June 2024

Significant advances in reverse engineering and additive manufacturing have the potential to provide a faster, accurate, and cost-effective process chain for preserving, analyzing, and presenting forensic impression evidence in both 3D digital and ph...

  • Article
  • Open Access
1 Citations
2,324 Views
15 Pages

Height Estimation of Soil Erosion in Olive Groves Using a Time-of-Flight Sensor

  • Francisco Lima,
  • Hugo Moreno,
  • Rafael Blanco-Sepúlveda and
  • Dionisio Andújar

25 December 2022

The olive groves’ relevance has historically been ingrained in Mediterranean cultures. Spain stands out as a leading producer worldwide, where olive trees are extensively grown in the Andalusian region. However, despite the importance of this s...

  • Article
  • Open Access
8 Citations
3,304 Views
21 Pages

Methods for Spatiotemporal Analysis of Human Gait Based on Data from Depth Sensors

  • Jakub Wagner,
  • Marcin Szymański,
  • Michalina Błażkiewicz and
  • Katarzyna Kaczmarczyk

20 January 2023

Gait analysis may serve various purposes related to health care, such as the estimation of elderly people’s risk of falling. This paper is devoted to gait analysis based on data from depth sensors which are suitable for use both at healthcare f...

  • Article
  • Open Access
10 Citations
3,107 Views
13 Pages

Proof-of-Concept of a Sensor-Based Evaluation Method for Better Sensitivity of Upper-Extremity Motor Function Assessment

  • Seung-Hee Lee,
  • Ye-Ji Hwang,
  • Hwang-Jae Lee,
  • Yun-Hee Kim,
  • Matjaž Ogrinc,
  • Etienne Burdet and
  • Jong-Hyun Kim

3 September 2021

In rehabilitation, the Fugl–Meyer assessment (FMA) is a typical clinical instrument to assess upper-extremity motor function of stroke patients, but it cannot measure fine changes of motor function (both in recovery and deterioration) due to its limi...

  • Article
  • Open Access
21 Citations
5,693 Views
9 Pages

22 March 2018

In a group of general geometric primitives, plane-based features are widely used for indoor localization because of their robustness against noises. However, a lack of linearly independent planes may lead to a non-trivial estimation. This in return c...

  • Article
  • Open Access
25 Citations
4,902 Views
12 Pages

11 November 2019

Perception of the fruit tree canopy is a vital technology for the intelligent control of a modern standardized orchard. Due to the complex three-dimensional (3D) structure of the fruit tree canopy, morphological parameters extracted from two-dimensio...

  • Article
  • Open Access
29 Citations
6,220 Views
22 Pages

Validation of Angle Estimation Based on Body Tracking Data from RGB-D and RGB Cameras for Biomechanical Assessment

  • Thiago Buarque de Gusmão Lafayette,
  • Victor Hugo de Lima Kunst,
  • Pedro Vanderlei de Sousa Melo,
  • Paulo de Oliveira Guedes,
  • João Marcelo Xavier Natário Teixeira,
  • Cínthia Rodrigues de Vasconcelos,
  • Veronica Teichrieb and
  • Alana Elza Fontes da Gama

20 December 2022

Motion analysis is an area with several applications for health, sports, and entertainment. The high cost of state-of-the-art equipment in the health field makes it unfeasible to apply this technique in the clinics’ routines. In this vein, RGB-...

  • Article
  • Open Access
13 Citations
5,315 Views
22 Pages

15 October 2021

Beyond the use of 2D images, the analysis of 3D images is also necessary for analyzing the phenomics of crop plants. In this study, we configured a system and implemented an algorithm for the 3D image reconstruction of red pepper plant (Capsicum annu...

  • Article
  • Open Access
945 Views
26 Pages

We propose a data-efficient framework for automating sowing operations by agricultural robots in densely mixed polyculture environments. This study addresses the challenge of enabling robots to identify suitable sowing positions with minimal labeled...

  • Article
  • Open Access
19 Citations
6,303 Views
12 Pages

Influence of Wind Speed on RGB-D Images in Tree Plantations

  • Dionisio Andújar,
  • José Dorado,
  • José María Bengochea-Guevara,
  • Jesús Conesa-Muñoz,
  • César Fernández-Quintanilla and
  • Ángela Ribeiro

21 April 2017

Weather conditions can affect sensors’ readings when sampling outdoors. Although sensors are usually set up covering a wide range of conditions, their operational range must be established. In recent years, depth cameras have been shown as a promisin...

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