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  • Article
  • Open Access
10 Citations
5,631 Views
20 Pages

A Monocular Visual Odometry Method Based on Virtual-Real Hybrid Map in Low-Texture Outdoor Environment

  • Xiuchuan Xie,
  • Tao Yang,
  • Yajia Ning,
  • Fangbing Zhang and
  • Yanning Zhang

13 May 2021

With the extensive application of robots, such as unmanned aerial vehicle (UAV) in exploring unknown environments, visual odometry (VO) algorithms have played an increasingly important role. The environments are diverse, not always textured, or low-t...

(This article belongs to the Section Sensors and Robotics)
  • Article
  • Open Access
25 Citations
8,451 Views
19 Pages

IMU-Assisted 2D SLAM Method for Low-Texture and Dynamic Environments

  • Zhongli Wang,
  • Yan Chen,
  • Yue Mei,
  • Kuo Yang and
  • Baigen Cai

7 December 2018

Generally, the key issues of 2D LiDAR-based simultaneous localization and mapping (SLAM) for indoor application include data association (DA) and closed-loop detection. Particularly, a low-texture environment, which refers to no obvious changes betwe...

(This article belongs to the Special Issue Advanced Mobile Robotics)
  • Article
  • Open Access
16 Citations
9,837 Views
22 Pages

2 December 2019

Cylindrical panorama stitching is able to generate high resolution images of a scene with a wide field-of-view (FOV), making it a useful scene representation for applications like environmental sensing and robot localization. Traditional image stitch...

(This article belongs to the Section Physical Sensors)
  • Article
  • Open Access
19 Citations
10,327 Views
21 Pages

6 October 2018

This paper presents a real-time, robust and low-drift depth-only SLAM (simultaneous localization and mapping) method for depth cameras by utilizing both dense range flow and sparse geometry features from sequential depth images. The proposed method i...

(This article belongs to the Special Issue Depth Sensors and 3D Vision)
  • Article
  • Open Access
476 Views
20 Pages

10 August 2026

Accurate and robust vehicle localization is essential for autonomous driving. However, existing visual pose estimation methods often struggle in scenarios dominated by repetitive structures or sparse textures. These conditions lead to ambiguous predi...

(This article belongs to the Special Issue Sensing Technologies for Autonomous Driving and Intelligent Transportation Systems)
  • Article
  • Open Access
1 Citations
3,040 Views
23 Pages

Accurate Matching of Invariant Features Derived from Irregular Curves

  • Huajun Liu,
  • Shuang Yin,
  • Haigang Sui,
  • Qingye Yang,
  • Dian Lei and
  • Wei Yang

28 February 2022

High-quality feature matching is a critical prerequisite in a wide range of applications. Most contemporary methods concentrate on detecting keypoints or line features for matching, which have achieved adequate results. However, in some low-texture e...

  • Article
  • Open Access
17 Citations
4,595 Views
21 Pages

PLI-SLAM: A Tightly-Coupled Stereo Visual-Inertial SLAM System with Point and Line Features

  • Zhaoyu Teng,
  • Bin Han,
  • Jie Cao,
  • Qun Hao,
  • Xin Tang and
  • Zhaoyang Li

24 September 2023

Point feature-based visual simultaneous localization and mapping (SLAM) systems are prone to performance degradation in low-texture environments due to insufficient extraction of point features. In this paper, we propose a tightly-coupled stereo visu...

(This article belongs to the Topic Multi-Sensor Integrated Navigation Systems)
  • Article
  • Open Access
5 Citations
3,647 Views
25 Pages

25 March 2025

This study introduces an enhanced ORB-SLAM3 algorithm to address the limitations of traditional visual SLAM systems in feature extraction and localization accuracy within the challenging terrains of open-pit mining environments. It also tackles the i...

  • Article
  • Open Access
1 Citations
2,844 Views
25 Pages

Multiscale Feature Fusion with Self-Attention for Efficient 6D Pose Estimation

  • Zekai Lv,
  • Yufeng Guo,
  • Shangbin Yang,
  • Linlin Du,
  • Rui Gao,
  • Jinti Sun,
  • Jiaqi Han,
  • Hui Zhang and
  • Qiang Wang

8 April 2025

Six-dimensional (6D) pose estimation remains a significant challenge in computer vision, particularly for objects in complex environments. To overcome the limitations of existing methods in occluded and low-texture scenarios, a lightweight, multiscal...

(This article belongs to the Section Algorithms for Multidisciplinary Applications)
  • Article
  • Open Access
11 Citations
4,618 Views
20 Pages

7 November 2022

Aiming at the problem that Simultaneous localization and mapping (SLAM) is greatly disturbed by many dynamic elements in the actual environment, this paper proposes a real-time Visual SLAM (VSLAM) algorithm to deal with a dynamic indoor environment....

(This article belongs to the Section Navigation and Positioning)
  • Article
  • Open Access
10 Citations
10,314 Views
17 Pages

Visual–Inertial Odometry (VIO) algorithms are widely adopted for autonomous drone navigation in GNSS-denied environments. However, conventional monocular and stereo VIO setups often lack robustness under challenging environmental conditions or...

(This article belongs to the Section Sensors and Control in Robotics)
  • Article
  • Open Access
15 Citations
5,748 Views
16 Pages

7 July 2022

Simultaneous localization and mapping (SLAM) system-based indoor mapping using autonomous mobile robots in unknown environments is crucial for many applications, such as rescue scenarios, utility tunnel monitoring, and indoor 3D modeling. Researchers...

(This article belongs to the Topic Multi-Sensor Integrated Navigation Systems)
  • Article
  • Open Access
431 Views
17 Pages

23 July 2026

Visual simultaneous localization and mapping in indoor dynamic environments remains challenging because moving objects introduce unreliable correspondences, whilst removing dynamic feature points often leaves insufficient static features in low-textu...

(This article belongs to the Special Issue Learning-Based Algorithms for Robotic Systems)
  • Article
  • Open Access
2 Citations
2,119 Views
24 Pages

Fusing Direct and Indirect Visual Odometry for SLAM: An ICM-Based Framework

  • Jeremias Gaia,
  • Javier Gimenez,
  • Eugenio Orosco,
  • Francisco Rossomando,
  • Carlos Soria and
  • Fernando Ulloa-Vásquez

The loss of localization in robots navigating GNSS-denied environments poses a critical challenge that can compromise mission success and safe operation. This article presents a method that fuses visual odometry outputs from both direct and feature-b...

  • Article
  • Open Access
4 Citations
3,965 Views
19 Pages

19 August 2020

To achieve a high precision estimation of indoor robot motion, a tightly coupled RGB-D visual-inertial SLAM system is proposed herein based on multiple features. Most of the traditional visual SLAM methods only rely on points for feature matching and...

(This article belongs to the Section Intelligent Sensors)
  • Article
  • Open Access
18 Citations
5,366 Views
16 Pages

RGB-D SLAM Using Point–Plane Constraints for Indoor Environments

  • Ruibin Guo,
  • Keju Peng,
  • Weihong Fan,
  • Yongping Zhai and
  • Yunhui Liu

17 June 2019

Pose estimation and map reconstruction are basic requirements for robotic autonomous behavior. In this paper, we propose a point–plane-based method to simultaneously estimate the robot’s poses and reconstruct the current environment&rsquo...

  • Article
  • Open Access
3 Citations
2,630 Views
16 Pages

14 December 2023

SLAM (simultaneous localization and mapping) plays a crucial role in autonomous robot navigation. A challenging aspect of visual SLAM systems is determining the 3D camera orientation of the motion trajectory. In this paper, we introduce an end-to-end...

(This article belongs to the Special Issue Advanced Inertial Sensors, Navigation, and Fusion)
  • Article
  • Open Access
3 Citations
2,024 Views
23 Pages

Analysis of LightGlue Matching for Robust TIN-Based UAV Image Mosaicking

  • Sunghyeon Kim,
  • Seunghwan Ban,
  • Hongjin Kim and
  • Taejung Kim

19 November 2025

Recent advances in UAV (Unmanned Aerial Vehicle)-based remote sensing have significantly enhanced the efficiency of monitoring and managing agricultural and forested areas. However, the low-altitude and narrow-field-of-view characteristics of UAVs ma...

  • Article
  • Open Access
27 Citations
5,777 Views
13 Pages

21 July 2022

In indoor low-texture environments, the point feature-based visual SLAM system has poor robustness and low trajectory accuracy. Therefore, we propose a visual inertial SLAM algorithm based on point-line feature fusion. Firstly, in order to improve th...

(This article belongs to the Special Issue Advanced Visual Quality Enhancement and Computational Technology for Robotics)
  • Article
  • Open Access
1 Citations
1,298 Views
28 Pages

Drone-view mixed reality (MR) in the Architecture, Engineering, and Construction (AEC) sector faces significant self-localization challenges in low-texture environments, such as bare concrete sites. This study proposes an adaptive sensor fusion frame...

(This article belongs to the Special Issue Image Analysis and Processing)
  • Article
  • Open Access
813 Views
29 Pages

12 February 2026

Reliable autonomous perception is essential for indoor service machines operating in human-centered environments, where weak textures, repetitive structures, and frequent dynamic interference often degrade localization stability. Conventional RGB-D S...

(This article belongs to the Section Robotics, Mechatronics and Intelligent Machines)
  • Article
  • Open Access
1,268 Views
20 Pages

Low-Cost Panoramic Photogrammetry: A Case Study on Flat Textures and Poor Lighting Conditions

  • Ondrej Benko,
  • Marek Fraštia,
  • Marián Marčiš and
  • Adrián Filip

The article addresses the issue of panoramic photogrammetry for the reconstruction of interior spaces. Such environments often present challenges, including poor lighting conditions and surfaces with variable texture for photogrammetric scanning. In...

  • Article
  • Open Access
1,374 Views
27 Pages

2 March 2026

To address the challenges of unmanned aerial vehicle (UAV) navigation in weak global navigation satellite system (GNSS) environments, this study proposes a novel multimodal feature fusion framework for real-time positioning using a priori high-resolu...

(This article belongs to the Section Urban Remote Sensing)
  • Article
  • Open Access
2 Citations
3,635 Views
21 Pages

25 October 2024

Robust localization and mapping are crucial for autonomous systems, but traditional handcrafted feature-based visual SLAM often struggles in challenging, textureless environments. Additionally, monocular SLAM lacks scale-aware depth perception, makin...

  • Review
  • Open Access
50 Citations
21,118 Views
24 Pages

A Review of Research on SLAM Technology Based on the Fusion of LiDAR and Vision

  • Peng Chen,
  • Xinyu Zhao,
  • Lina Zeng,
  • Luxinyu Liu,
  • Shengjie Liu,
  • Li Sun,
  • Zaijin Li,
  • Hao Chen,
  • Guojun Liu and
  • Lin Li
  • + 4 authors

27 February 2025

In recent years, simultaneous localization and mapping with the fusion of LiDAR and vision fusion has gained extensive attention in the field of autonomous navigation and environment sensing. However, its limitations in feature-scarce (low-texture, r...

(This article belongs to the Section Navigation and Positioning)
  • Article
  • Open Access
7 Citations
3,538 Views
21 Pages

19 November 2025

The multi-source fusion localization algorithm demonstrates advantages in achieving continuous localization. However, its reliability and robustness could not be guaranteed and still with some insufficiencies in complex environments, especially for s...

  • Article
  • Open Access
1,198 Views
20 Pages

10 December 2025

Realizing real-time dense 3D reconstruction on resource-limited mobile platforms remains a significant challenge, particularly in low-texture environments that demand robust multi-frame fusion to resolve matching ambiguities. However, the inherent ti...

(This article belongs to the Special Issue Recent Advance of Auto Navigation in Indoor Scenarios)
  • Review
  • Open Access
564 Views
33 Pages

10 August 2026

Binocular stereo vision is a low-cost and scalable 3D perception technology that shows strong potential in agricultural phenotyping and smart agriculture. By estimating depth from multi-view RGB images, it enables non-contact, high-precision sensing...

  • Article
  • Open Access
749 Views
29 Pages

Driven by Deformable Convolution and Multi-Plane Scale Constraint: A Hazy Image Dehazing–Stitching System

  • Sheng Hu,
  • Han Xiao,
  • Cong Liu,
  • Haina Song,
  • Min Liu,
  • Liang Li and
  • Hongzhang Liu

1 March 2026

Adverse weather conditions, such as fog, degrade image quality and affect the performance of deep learning-based image processing algorithms, whereas advanced driver assistance systems (ADASs) urgently demand image clarity and large-field-of-view per...

(This article belongs to the Special Issue Image Processing and Pattern Recognition Based on Deep Learning for Sensing Applications—3rd Edition)
  • Article
  • Open Access
578 Views
32 Pages

28 July 2026

Visual geo-localization is a predominant approach for unmanned aerial vehicles (UAVs) operating in Global Navigation Satellite System (GNSS)-denied environments, typically achieved by matching UAV-captured visible optical images with satellite base m...

(This article belongs to the Special Issue Multimodal Learning and Explainable AI for Remote Sensing Image Interpretation)
  • Article
  • Open Access
2 Citations
1,438 Views
27 Pages

Net-cage aquaculture faces challenges from biofouling, which reduces water exchange and threatens structural integrity. Automated cleaning robots provide an alternative to human divers but require effective, low-cost localization. Conventional acoust...

(This article belongs to the Section Ocean Engineering)
  • Article
  • Open Access
1,671 Views
24 Pages

Accurate detection of cardboard boxes is essential to mobile manipulators to perform pick-and-place operations in warehouses. Conventional object detection methods like YOLOv11 struggle in low-texture and occluded environments. This paper presents YO...

  • Data Descriptor
  • Open Access
67 Citations
12,096 Views
14 Pages

CADDY Underwater Stereo-Vision Dataset for Human–Robot Interaction (HRI) in the Context of Diver Activities

  • Arturo Gomez Chavez,
  • Andrea Ranieri,
  • Davide Chiarella,
  • Enrica Zereik,
  • Anja Babić and
  • Andreas Birk

In this article, we present a novel underwater dataset collected from several field trials within the EU FP7 project “Cognitive autonomous diving buddy (CADDY)”, where an Autonomous Underwater Vehicle (AUV) was used to interact with diver...

(This article belongs to the Special Issue Underwater Imaging)
  • Article
  • Open Access
7 Citations
2,584 Views
19 Pages

1 October 2025

Accurate and reliable vehicle localization is essential for autonomous driving in complex outdoor environments. Traditional feature-based visual–inertial odometry (VIO) suffers from sparse features and sensitivity to illumination, limiting robu...

(This article belongs to the Special Issue AI-Driving for Autonomous Vehicles)
  • Article
  • Open Access
980 Views
36 Pages

An RGB-D SLAM Algorithm Based on a Multi-Layer Refraction Model for Underwater Scenarios

  • Xianshuai Sun,
  • Yabiao Wang,
  • Yuming Zhao,
  • Zhigang Li,
  • Zhen He and
  • Xiaohui Wang

The use of depth cameras in low-texture environments is crucial for ensuring the feasibility of visual simultaneous localization and mapping (SLAM) algorithms. Nevertheless, in underwater scenarios, light propagation through multi-layered media gives...

(This article belongs to the Section Ocean Engineering)
  • Article
  • Open Access
399 Views
24 Pages

UAV Georeferencing for High-Precision Spatial Localization of Surfacing Yangtze Finless Porpoises

  • Dongxu Yang,
  • Wanbing Ren,
  • Yanren Li,
  • Shengmao Zhang,
  • Zuli Wu,
  • Tianfei Cheng and
  • Fei Wang

1 August 2026

Accurate spatial localization of small, transient targets in low-texture aquatic environments remains a fundamental challenge in UAV-based remote sensing, where open-water surfaces often lack stable tie points, degrading exterior orientation estimati...

  • Article
  • Open Access
3 Citations
1,584 Views
33 Pages

Tunnel-SLAM: Low-Cost LiDAR/Vision/RTK/Inertial Integration on Vehicles for Roadway Tunnels

  • Zeyu Li,
  • Xian Wu,
  • Jianhui Cui,
  • Ying Xu,
  • Rufei Liu,
  • Rui Tu and
  • Wei Jiang

Reliable positioning and mapping in roadway tunnels are crucial for vehicle-based monitoring and inspection, especially considering the challenging environmental conditions such as rapidly changing illumination, low-texture environments, and repetiti...

(This article belongs to the Special Issue Simultaneous Localization and Mapping (SLAM) of Mobile Robots)
  • Article
  • Open Access
1 Citations
1,138 Views
25 Pages

High-precision plant phenotyping requires efficient 3D reconstruction methods with high geometric quality. 3D Gaussian Splatting (3DGS) has recently emerged as a promising approach for real-time 3D reconstruction, achieving impressive visual quality....

(This article belongs to the Section Artificial Intelligence and Digital Agriculture)
  • Article
  • Open Access
2 Citations
651 Views
35 Pages

StarRoute-DBNet: A Novel Multi-Modal Framework for Advanced Target Detection in Dynamic Environments Using SAR and Optical Image Fusion with FocusGraph and PhaseRoute

  • Lanfang Lei,
  • Sheng Chang,
  • Zhongzhen Sun,
  • Jianxin Zou,
  • Huazheng Yang,
  • Xinli Zheng,
  • Changyu Liao,
  • Wenjun Wei,
  • Long Ma and
  • Ping Zhong

27 May 2026

Multimodal object detection based on synthetic aperture radar (SAR) and optical imagery is of great significance in remote sensing, particularly under adverse weather conditions, nighttime environments, and complex background scenarios. Although SAR...

(This article belongs to the Special Issue Object Detection in Remote Sensing Images Based on Artificial Intelligence)
  • Article
  • Open Access
308 Views
42 Pages

6 September 2026

Unmanned aerial vehicles (UAVs) have become essential platforms for remote sensing in challenging environments such as high-dynamic-range (HDR) scenes and low-texture areas. However, conventional frame-based visual–inertial simultaneous localiz...

(This article belongs to the Section Artificial Intelligence in Drones (AID))
  • Article
  • Open Access
7 Citations
2,139 Views
22 Pages

1 August 2025

Timely and accurate identification of surface damage in hydraulic structures is essential for maintaining structural integrity and ensuring operational safety. Traditional manual inspections are time-consuming, labor-intensive, and prone to subjectiv...

(This article belongs to the Section Environmental Remote Sensing)
  • Article
  • Open Access
1 Citations
1,131 Views
35 Pages

10 May 2026

To address the issues of insufficient robustness, large depth recovery errors, and poor scene adaptability currently present in the initialisation phase of event-based stereo visual inertial SLAM systems, we propose a global BA initialisation method...

(This article belongs to the Section Navigation and Positioning)
  • Article
  • Open Access
8 Citations
2,856 Views
13 Pages

Research on Secondary Recrystallization Mechanism of Oriented Silicon Steel

  • Xuming Liu,
  • Qiwu Jiang,
  • Yitong Wang,
  • Haili Zhang,
  • Zhiwei Jia,
  • Xianglong Wang,
  • Xiaoda Wang,
  • Qinglei You,
  • Zhiping Hu and
  • Yidong Wang
  • + 1 author

19 September 2023

Based on the understanding that the essence of secondary recrystallization of Goss texture is to restrain the abnormal growth of {110}<112>, {210}<001> and partial Goss texture {110}<225>, it was concluded that making sharp Goss gro...

(This article belongs to the Section Crystalline Metals and Alloys)
  • Article
  • Open Access
7 Citations
2,320 Views
10 Pages

9 October 2023

Laser texturing with a dimple pattern was applied to modify a Ti6Al4V alloy at the micro level, aiming to improve its friction and wear resistance in combination with oil lubrication to optimize the performance in demanding industrial environments. T...

(This article belongs to the Section Materials Physics)
  • Article
  • Open Access
3 Citations
1,000 Views
19 Pages

Influence of Alumina Abrasive Particles on Wear Behavior of Textured Surfaces Under Heavy-Load Conditions

  • Dongyun Wang,
  • Wenyao Zhang,
  • Hongkang Dong,
  • Xiaofeng Wei,
  • Wei Hao and
  • Xin Yao

18 December 2025

This study investigates the lubrication properties of GCr15 steel textured surfaces under the conditions of low speed, heavy load, and boundary lubrication, with varying concentrations of Al2O3 particles. Through pin-on-disk tests in 46# hydraulic fl...

(This article belongs to the Topic Engineered Surfaces and Tribological Performance)
  • Feature Paper
  • Article
  • Open Access
12 Citations
6,326 Views
16 Pages

Tribological Performance of Diamond-like Nanocomposite Coatings: Influence of Environments and Laser Surface Texturing

  • Sergei M. Pimenov,
  • Evgeny V. Zavedeev,
  • Olga S. Zilova,
  • Alexander P. Lepekhov,
  • Beat Jaeggi and
  • Beat Neuenschwander

30 September 2021

Diamond-like nanocomposite (DLN) films (a-C:H:Si:O films) are characterized by their unique structure and remarkable tribological properties to be pronounced under various environmental and surface modification conditions. In this paper, we investiga...

(This article belongs to the Special Issue Tribological Studies on Diamond, DLC and Ta-C Coatings)
  • Article
  • Open Access
14 Citations
3,277 Views
17 Pages

Titanium alloy material has physical properties such as low thermal conductivity, high hardness, and surface resilience, which are prone to problems such as large milling force, low machining efficiency, and poor surface quality in processed products...

(This article belongs to the Special Issue Friction and Wear of Alloys)
  • Article
  • Open Access
14 Citations
3,756 Views
15 Pages

30 September 2022

Carbon films were fabricated on the orthodontic stainless steel archwires by using a custom-designed electron cyclotron resonance (ECR) plasma sputtering deposition system under electron irradiation with the variation of substrate bias voltages from...

(This article belongs to the Topic Application of Graphene-Based Materials)
  • Article
  • Open Access
2 Citations
2,466 Views
20 Pages

3 June 2025

Infrared (IR) and visible (VIS) image fusion enhances vision tasks by combining complementary data. However, most existing methods assume normal lighting conditions and thus perform poorly in low-light environments, where VIS images often lose critic...

  • Article
  • Open Access
1 Citations
698 Views
18 Pages

Synergistic Enhancement of Hydrophobicity and Wear Resistance on 65Mn Steel via Bionic Texturing and Nanocomposite Coating

  • Ying Zhang,
  • Zhengda Li,
  • Zhulin Gao,
  • Xing Wang,
  • Zihao Zhao,
  • Yueyan Wang,
  • Rui Li and
  • Haitao Chen

12 March 2026

Engineering surfaces operating in harsh environments frequently require simultaneous resistance to abrasive wear and the minimization of interfacial adhesion. Achieving this dual functionality through a single surface modification strategy remains ch...

(This article belongs to the Section Surface Characterization, Deposition and Modification)

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