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  • Article
  • Open Access
7 Citations
3,856 Views
17 Pages

Improving 3D Reconstruction Through RGB-D Sensor Noise Modeling

  • Fahira Afzal Maken,
  • Sundaram Muthu,
  • Chuong Nguyen,
  • Changming Sun,
  • Jinguang Tong,
  • Shan Wang,
  • Russell Tsuchida,
  • David Howard,
  • Simon Dunstall and
  • Lars Petersson

5 February 2025

High-resolution RGB-D sensors are widely used in computer vision, manufacturing, and robotics. The depth maps from these sensors have inherently high measurement uncertainty that includes both systematic and non-systematic noise. These noisy depth es...

  • Article
  • Open Access
48 Citations
7,705 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...

  • Proceeding Paper
  • Open Access
7 Citations
1,919 Views
6 Pages

3D Pavement Surface Reconstruction Using An RGB-D Sensor

  • Ahmadreza Mahmoudzadeh,
  • Sayna Firoozi Yeganeh,
  • Sara Arezoumand and
  • Amir Golroo

14 November 2019

Data collection plays an important role in pavement health monitoring, which is usually performed using costly devices, including point-based lasers and laser scanners. The main aim of this study measures pavement characteristics using an RGB-D senso...

  • Letter
  • Open Access
21 Citations
4,707 Views
14 Pages

9 August 2020

This paper proposes a novel online object-packing system which can measure the dimensions of every incoming object and calculate its desired position in a given container. Existing object-packing systems have the limitations of requiring the exact in...

  • Article
  • Open Access
150 Citations
11,563 Views
15 Pages

Guava Detection and Pose Estimation Using a Low-Cost RGB-D Sensor in the Field

  • Guichao Lin,
  • Yunchao Tang,
  • Xiangjun Zou,
  • Juntao Xiong and
  • Jinhui Li

21 January 2019

Fruit detection in real outdoor conditions is necessary for automatic guava harvesting, and the branch-dependent pose of fruits is also crucial to guide a robot to approach and detach the target fruit without colliding with its mother branch. To cond...

  • Article
  • Open Access
17 Citations
6,557 Views
18 Pages

Dynamic Non-Rigid Objects Reconstruction with a Single RGB-D Sensor

  • Sen Wang,
  • Xinxin Zuo,
  • Chao Du,
  • Runxiao Wang,
  • Jiangbin Zheng and
  • Ruigang Yang

16 March 2018

This paper deals with the 3D reconstruction problem for dynamic non-rigid objects with a single RGB-D sensor. It is a challenging task as we consider the almost inevitable accumulation error issue in some previous sequential fusion methods and also t...

  • Article
  • Open Access
9 Citations
6,268 Views
19 Pages

Recognition and Location Algorithm for Pallets in Warehouses Using RGB-D Sensor

  • Junhong Zhao,
  • Bin Li,
  • Xinyu Wei,
  • Huazhong Lu,
  • Enli Lü and
  • Xingxing Zhou

13 October 2022

(1) Background: Forklifts are used widely in factories, but it shows the problem of large uncertainties when using an RGB-D sensor to recognize and locate pallets in warehouse environments. To enhance the flexibility of current autonomous forklifts i...

  • Article
  • Open Access
11 Citations
3,625 Views
16 Pages

Human Motion Tracking with Less Constraint of Initial Posture from a Single RGB-D Sensor

  • Chen Liu,
  • Anna Wang,
  • Chunguang Bu,
  • Wenhui Wang and
  • Haijing Sun

26 April 2021

High-quality and complete human motion 4D reconstruction is of great significance for immersive VR and even human operation. However, it has inevitable self-scanning constraints, and tracking under monocular settings also has strict restrictions. In...

  • Article
  • Open Access
3 Citations
3,703 Views
23 Pages

Relative Pose Based Redundancy Removal: Collaborative RGB-D Data Transmission in Mobile Visual Sensor Networks

  • Xiaoqin Wang,
  • Y. Ahmet Şekercioğlu,
  • Tom Drummond,
  • Vincent Frémont,
  • Enrico Natalizio and
  • Isabelle Fantoni

26 July 2018

In this paper, the Relative Pose based Redundancy Removal (RPRR) scheme is presented, which has been designed for mobile RGB-D sensor networks operating under bandwidth-constrained operational scenarios. The scheme considers a multiview scenario in w...

  • Review
  • Open Access
15 Citations
6,864 Views
29 Pages

Person Re-Identification with RGB–D and RGB–IR Sensors: A Comprehensive Survey

  • Md Kamal Uddin,
  • Amran Bhuiyan,
  • Fateha Khanam Bappee,
  • Md Matiqul Islam and
  • Mahmudul Hasan

29 January 2023

Learning about appearance embedding is of great importance for a variety of different computer-vision applications, which has prompted a surge in person re-identification (Re-ID) papers. The aim of these papers has been to identify an individual over...

  • Article
  • Open Access
40 Citations
9,961 Views
15 Pages

A New Calibration Method for Commercial RGB-D Sensors

  • Walid Darwish,
  • Shenjun Tang,
  • Wenbin Li and
  • Wu Chen

24 May 2017

Commercial RGB-D sensors such as Kinect and Structure Sensors have been widely used in the game industry, where geometric fidelity is not of utmost importance. For applications in which high quality 3D is required, i.e., 3D building models of centime...

  • Article
  • Open Access
2,135 Views
11 Pages

Clinical Whole-Body Gait Characterization Using a Single RGB-D Sensor

  • Lukas Boborzi,
  • Johannes Bertram,
  • Roman Schniepp,
  • Julian Decker and
  • Max Wuehr

8 January 2025

Instrumented gait analysis is widely used in clinical settings for the early detection of neurological disorders, monitoring disease progression, and evaluating fall risk. However, the gold-standard marker-based 3D motion analysis is limited by high...

  • Article
  • Open Access
3 Citations
1,886 Views
17 Pages

Nonintrusive and Effective Volume Reconstruction Model of Swimming Sturgeon Based on RGB-D Sensor

  • Kai Lin,
  • Shiyu Zhang,
  • Junjie Hu,
  • Hongsong Li,
  • Wenzhong Guo and
  • Hongxia Hu

3 August 2024

The sturgeon is an important commercial aquaculture species in China. The measurement of sturgeon mass plays a remarkable role in aquaculture management. Furthermore, the measurement of sturgeon mass serves as a key phenotype, offering crucial inform...

  • Article
  • Open Access
33 Citations
7,140 Views
16 Pages

14 November 2020

Aerial robots are widely used in search and rescue applications because of their small size and high maneuvering. However, designing an autonomous exploration algorithm is still a challenging and open task, because of the limited payload and computin...

  • Article
  • Open Access
89 Citations
10,823 Views
22 Pages

13 December 2018

Phenotyping is the task of measuring plant attributes for analyzing the current state of the plant. In agriculture, phenotyping can be used to make decisions concerning the management of crops, such as the watering policy, or whether to spray for a c...

  • Article
  • Open Access
2 Citations
5,282 Views
23 Pages

Sliding Window Mapping for Omnidirectional RGB-D Sensors

  • Nicolas Dalmedico,
  • Marco Antônio Simões Teixeira,
  • Higor Barbosa Santos,
  • Rafael de Castro Martins Nogueira,
  • Lúcia Valéria Ramos de Arruda,
  • Flávio Neves,
  • Daniel Rodrigues Pipa,
  • Júlio Endress Ramos and
  • André Schneider de Oliveira

22 November 2019

This paper presents an omnidirectional RGB-D (RGB + Distance fusion) sensor prototype using an actuated LIDAR (Light Detection and Ranging) and an RGB camera. Besides the sensor, a novel mapping strategy is developed considering sensor scanning chara...

  • Article
  • Open Access
2 Citations
3,028 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
24 Citations
10,157 Views
24 Pages

A Quantitative Comparison of Calibration Methods for RGB-D Sensors Using Different Technologies

  • Víctor Villena-Martínez,
  • Andrés Fuster-Guilló,
  • Jorge Azorín-López,
  • Marcelo Saval-Calvo,
  • Jeronimo Mora-Pascual,
  • Jose Garcia-Rodriguez and
  • Alberto Garcia-Garcia

27 January 2017

RGB-D (Red Green Blue and Depth) sensors are devices that can provide color and depth information from a scene at the same time. Recently, they have been widely used in many solutions due to their commercial growth from the entertainment market to ma...

  • Article
  • Open Access
25 Citations
7,507 Views
17 Pages

An Effective 3D Shape Descriptor for Object Recognition with RGB-D Sensors

  • Zhong Liu,
  • Changchen Zhao,
  • Xingming Wu and
  • Weihai Chen

24 February 2017

RGB-D sensors have been widely used in various areas of computer vision and graphics. A good descriptor will effectively improve the performance of operation. This article further analyzes the recognition performance of shape features extracted from...

  • Article
  • Open Access
38 Citations
5,477 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
19 Citations
11,679 Views
17 Pages

12 November 2021

The quality assurance of constructing reinforced concrete (RC) structures in compliance with their design plays a key role in the durability, serviceability, and sustainability of the built RC elements. One area of concern in the quality control of c...

  • Article
  • Open Access
22 Citations
8,048 Views
19 Pages

A Versatile Method for Depth Data Error Estimation in RGB-D Sensors

  • Elizabeth V. Cabrera,
  • Luis E. Ortiz,
  • Bruno M. F. da Silva,
  • Esteban W. G. Clua and
  • Luiz M. G. Gonçalves

16 September 2018

We propose a versatile method for estimating the RMS error of depth data provided by generic 3D sensors with the capability of generating RGB and depth (D) data of the scene, i.e., the ones based on techniques such as structured light, time of flight...

  • Article
  • Open Access
1 Citations
1,135 Views
20 Pages

18 February 2025

Using a commodity RGB-D sensor is a popular and cost-effective way to enable interaction at room scale, as such a device supports body tracking functionality at a reasonable price point. Even though the capabilities of such devices might be enough fo...

  • Article
  • Open Access
8 Citations
5,412 Views
21 Pages

5 December 2018

This work addresses the problem of automatic head pose estimation and its application in 3D gaze estimation using low quality RGB-D sensors without any subject cooperation or manual intervention. The previous works on 3D head pose estimation using RG...

  • Article
  • Open Access
26 Citations
11,610 Views
16 Pages

Stairs and Doors Recognition as Natural Landmarks Based on Clouds of 3D Edge-Points from RGB-D Sensors for Mobile Robot Localization

  • Leonardo A. V. Souto,
  • André Castro,
  • Luiz Marcos Garcia Gonçalves and
  • Tiago P. Nascimento

8 August 2017

Natural landmarks are the main features in the next step of the research in localization of mobile robot platforms. The identification and recognition of these landmarks are crucial to better localize a robot. To help solving this problem, this work...

  • Article
  • Open Access
28 Citations
6,850 Views
28 Pages

20 April 2022

Skeleton data, which is often used in the HCI field, is a data structure that can efficiently express human poses and gestures because it consists of 3D positions of joints. The advancement of RGB-D sensors, such as Kinect sensors, enabled the easy c...

  • Article
  • Open Access
48 Citations
7,100 Views
21 Pages

Automatic Indoor as-Built Building Information Models Generation by Using Low-Cost RGB-D Sensors

  • Yaxin Li,
  • Wenbin Li,
  • Shengjun Tang,
  • Walid Darwish,
  • Yuling Hu and
  • Wu Chen

4 January 2020

To generate indoor as-built building information models (AB BIMs) automatically and economically is a great technological challenge. Many approaches have been developed to address this problem in recent years, but it is far from being settled, partic...

  • Article
  • Open Access
76 Citations
12,720 Views
19 Pages

Human-Computer Interaction Based on Hand Gestures Using RGB-D Sensors

  • José Manuel Palacios,
  • Carlos Sagüés,
  • Eduardo Montijano and
  • Sergio Llorente

6 September 2013

In this paper we present a new method for hand gesture recognition based on an RGB-D sensor. The proposed approach takes advantage of depth information to cope with the most common problems of traditional video-based hand segmentation methods: clutte...

  • Article
  • Open Access
39 Citations
5,592 Views
24 Pages

Computation of Gait Parameters in Post Stroke and Parkinson’s Disease: A Comparative Study Using RGB-D Sensors and Optoelectronic Systems

  • Veronica Cimolin,
  • Luca Vismara,
  • Claudia Ferraris,
  • Gianluca Amprimo,
  • Giuseppe Pettiti,
  • Roberto Lopez,
  • Manuela Galli,
  • Riccardo Cremascoli,
  • Serena Sinagra and
  • Lorenzo Priano
  • + 1 author

21 January 2022

The accurate and reliable assessment of gait parameters is assuming an important role, especially in the perspective of designing new therapeutic and rehabilitation strategies for the remote follow-up of people affected by disabling neurological dise...

  • Article
  • Open Access
33 Citations
5,810 Views
22 Pages

Monitoring of Gait Parameters in Post-Stroke Individuals: A Feasibility Study Using RGB-D Sensors

  • Claudia Ferraris,
  • Veronica Cimolin,
  • Luca Vismara,
  • Valerio Votta,
  • Gianluca Amprimo,
  • Riccardo Cremascoli,
  • Manuela Galli,
  • Roberto Nerino,
  • Alessandro Mauro and
  • Lorenzo Priano

4 September 2021

Stroke is one of the most significant causes of permanent functional impairment and severe motor disability. Hemiplegia or hemiparesis are common consequences of the acute event, which negatively impacts daily life and requires continuous rehabilitat...

  • Article
  • Open Access
42 Citations
9,705 Views
20 Pages

Detecting Traversable Area and Water Hazards for the Visually Impaired with a pRGB-D Sensor

  • Kailun Yang,
  • Kaiwei Wang,
  • Ruiqi Cheng,
  • Weijian Hu,
  • Xiao Huang and
  • Jian Bai

17 August 2017

The use of RGB-Depth (RGB-D) sensors for assisting visually impaired people (VIP) has been widely reported as they offer portability, function-diversity and cost-effectiveness. However, polarization cues to assist traversability awareness without pre...

  • Article
  • Open Access
2 Citations
4,078 Views
29 Pages

Interaction Glove for 3-D Virtual Environments Based on an RGB-D Camera and Magnetic, Angular Rate, and Gravity Micro-Electromechanical System Sensors

  • Pontakorn Sonchan,
  • Neeranut Ratchatanantakit,
  • Nonnarit O-Larnnithipong,
  • Malek Adjouadi and
  • Armando Barreto

9 February 2025

This paper presents the theoretical foundation, practical implementation, and empirical evaluation of a glove for interaction with 3-D virtual environments. At the dawn of the “Spatial Computing Era”, where users continuously interact wit...

  • Article
  • Open Access
19 Citations
9,699 Views
21 Pages

Easy and Fast Reconstruction of a 3D Avatar with an RGB-D Sensor

  • Aihua Mao,
  • Hong Zhang,
  • Yuxin Liu,
  • Yinglong Zheng,
  • Guiqing Li and
  • Guoqiang Han

12 May 2017

This paper proposes a new easy and fast 3D avatar reconstruction method using an RGB-D sensor. Users can easily implement human body scanning and modeling just with a personal computer and a single RGB-D sensor such as a Microsoft Kinect within a sma...

  • Article
  • Open Access
38 Citations
4,475 Views
20 Pages

Investigating 2-D and 3-D Proximal Remote Sensing Techniques for Vineyard Yield Estimation

  • Chris Hacking,
  • Nitesh Poona,
  • Nicola Manzan and
  • Carlos Poblete-Echeverría

22 August 2019

Vineyard yield estimation provides the winegrower with insightful information regarding the expected yield, facilitating managerial decisions to achieve maximum quantity and quality and assisting the winery with logistics. The use of proximal remote...

  • Article
  • Open Access
196 Citations
20,921 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
29 Citations
5,435 Views
23 Pages

Analysis of Upper-Limb and Trunk Kinematic Variability: Accuracy and Reliability of an RGB-D Sensor

  • Alessandro Scano,
  • Robert Mihai Mira,
  • Pietro Cerveri,
  • Lorenzo Molinari Tosatti and
  • Marco Sacco

In the field of motion analysis, the gold standard devices are marker-based tracking systems. Despite being very accurate, their cost, stringent working environments, and long preparation time make them unsuitable for small clinics as well as for oth...

  • Article
  • Open Access
6 Citations
3,239 Views
15 Pages

30 May 2022

It is possible to construct cost-efficient three-dimensional (3D) or four-dimensional (4D) scanning systems using multiple affordable off-the-shelf RGB-D sensors to produce high-quality reconstructions of 3D objects. However, the quality of these sys...

  • Article
  • Open Access
3 Citations
5,058 Views
22 Pages

17 September 2015

This paper presents relative orientation and position detection methods for jumping sensor nodes (JSNs) recycling. The methods are based on motion captures of the JSNs by an RGB-D sensor mounted on a carrier robot and the dynamic cooperation between...

  • Article
  • Open Access
81 Citations
14,355 Views
20 Pages

21 November 2016

The introduction of RGB-Depth (RGB-D) sensors into the visually impaired people (VIP)-assisting area has stirred great interest of many researchers. However, the detection range of RGB-D sensors is limited by narrow depth field angle and sparse depth...

  • Article
  • Open Access
29 Citations
10,358 Views
30 Pages

A Comparative Study of Registration Methods for RGB-D Video of Static Scenes

  • Vicente Morell-Gimenez,
  • Marcelo Saval-Calvo,
  • Jorge Azorin-Lopez,
  • Jose Garcia-Rodriguez,
  • Miguel Cazorla,
  • Sergio Orts-Escolano and
  • Andres Fuster-Guillo

15 May 2014

The use of RGB-D sensors for mapping and recognition tasks in robotics or, in general, for virtual reconstruction has increased in recent years. The key aspect of these kinds of sensors is that they provide both depth and color information using the...

  • Article
  • Open Access
22 Citations
7,606 Views
21 Pages

A Comparison of Low-Cost Sensor Systems in Automatic Cloud-Based Indoor 3D Modeling

  • Matias Ingman,
  • Juho-Pekka Virtanen,
  • Matti T. Vaaja and
  • Hannu Hyyppä

14 August 2020

The automated 3D modeling of indoor spaces is a rapidly advancing field, in which recent developments have made the modeling process more accessible to consumers by lowering the cost of instruments and offering a highly automated service for 3D model...

  • Feature Paper
  • Article
  • Open Access
15 Citations
5,177 Views
17 Pages

A Low-Cost Approach to Automatically Obtain Accurate 3D Models of Woody Crops

  • José M. Bengochea-Guevara,
  • Dionisio Andújar,
  • Francisco L. Sanchez-Sardana,
  • Karla Cantuña and
  • Angela Ribeiro

24 December 2017

Crop monitoring is an essential practice within the field of precision agriculture since it is based on observing, measuring and properly responding to inter- and intra-field variability. In particular, “on ground crop inspection” potentially allows...

  • Article
  • Open Access
17 Citations
8,988 Views
40 Pages

28 September 2022

RGB-D cameras have become common in many research fields since these inexpensive devices provide dense 3D information from the observed scene. Over the past few years, the RealSense™ range from Intel® has introduced new, cost-effective RGB-...

  • Article
  • Open Access
43 Citations
10,636 Views
30 Pages

11 July 2014

In this study, we propose a solution to the simultaneous localization and mapping (SLAM) problem in low dynamic environments by using a pose graph and an RGB-D (red-green-blue depth) sensor. The low dynamic environments refer to situations in which t...

  • Article
  • Open Access
13 Citations
4,995 Views
18 Pages

Physically Consistent Whole-Body Kinematics Assessment Based on an RGB-D Sensor. Application to Simple Rehabilitation Exercises

  • Jessica Colombel,
  • Vincent Bonnet,
  • David Daney,
  • Raphael Dumas,
  • Antoine Seilles and
  • François Charpillet

17 May 2020

This work proposes to improve the accuracy of joint angle estimates obtained from an RGB-D sensor. It is based on a constrained extended Kalman Filter that tracks inputted measured joint centers. Since the proposed approach uses a biomechanical model...

  • Article
  • Open Access
90 Citations
4,865 Views
30 Pages

19 January 2021

Due to the constantly increasing demand for automatic tracking and recognition systems, there is a need for more proficient, intelligent and sustainable human activity tracking. The main purpose of this study is to develop an accurate and sustainable...

  • Proceeding Paper
  • Open Access
1 Citations
2,354 Views
10 Pages

3D Technologies to Acquire and Visualize the Human Body for Improving Dietetic Treatment

  • Andrés Fuster-Guilló,
  • Jorge Azorín-López,
  • Juan Miguel Castillo Zaragoza,
  • Luis Fernando Pérez Pérez,
  • Marcelo Saval-Calvo and
  • Robert B. Fisher

This research aims to improve adherence to dietetic-nutritional treatment using state-of-the-art RGB-D sensor and virtual reality (VR) technology. Recent studies show that adherence to treatment can be improved by using multimedia technologies which...

  • Article
  • Open Access
18 Citations
3,503 Views
13 Pages

14 October 2023

Computer vision provides a real-time, non-destructive, and indirect way of horticultural crop yield estimation. Deep learning helps improve horticultural crop yield estimation accuracy. However, the accuracy of current estimation models based on RGB...

  • Article
  • Open Access
5 Citations
2,095 Views
17 Pages

For fruit harvesting robots, rapid and accurate detection of fruits and picking points is one of the main challenges for their practical deployment. Several fruits typically grow in clusters or bunches, such as grapes, cherry tomatoes, and blueberrie...

  • Article
  • Open Access
6 Citations
3,009 Views
20 Pages

Tracking and Characterization of Spinal Cord-Injured Patients by Means of RGB-D Sensors

  • Filippo Colombo Zefinetti,
  • Andrea Vitali,
  • Daniele Regazzoni,
  • Caterina Rizzi and
  • Guido Molinero

4 November 2020

In physical rehabilitation, motion capture solutions are well-known but not as widespread as they could be. The main limit to their diffusion is not related to cost or usability but to the fact that the data generated when tracking a person must be e...

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