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  • Article
  • Open Access
13 Citations
6,588 Views
27 Pages

A Knowledge Base for Automatic Feature Recognition from Point Clouds in an Urban Scene

  • Xu-Feng Xing,
  • Mir-Abolfazl Mostafavi and
  • Seyed Hossein Chavoshi

LiDAR technology can provide very detailed and highly accurate geospatial information on an urban scene for the creation of Virtual Geographic Environments (VGEs) for different applications. However, automatic 3D modeling and feature recognition from...

  • Article
  • Open Access
10 Citations
3,375 Views
15 Pages

Urban Forest Above-Ground Biomass Estimation Based on UAV 3D Real Scene

  • Yinyin Zhao,
  • Lv Zhou,
  • Chao Chen,
  • Xuejian Li,
  • Huaqiang Du,
  • Jiacong Yu,
  • Lujin Lv,
  • Lei Huang and
  • Meixuan Song

8 July 2023

(1) Background: A three-dimensional (3D) real scene is a digital representation of the multidimensional dynamic real-world structure that enables the realistic and stereoscopic expression of actual scenarios, and is an important technological tool fo...

  • Article
  • Open Access
23 Citations
6,342 Views
17 Pages

Urban wetlands provide cities with unique and valuable ecosystem services but are under great degradation pressure. Correctly identifying urban wetlands from remote sensing images is fundamental for developing appropriate management and protection pl...

  • Letter
  • Open Access
9 Citations
3,929 Views
18 Pages

Image Stitching Based on Nonrigid Warping for Urban Scene

  • Lixia Deng,
  • Xiuxiao Yuan,
  • Cailong Deng,
  • Jun Chen and
  • Yang Cai

9 December 2020

Image stitching based on a global alignment model is widely used in computer vision. However, the resulting stitched image may look blurry or ghosted due to parallax. To solve this problem, we propose a parallax-tolerant image stitching method based...

  • Article
  • Open Access
7 Citations
3,178 Views
18 Pages

21 August 2024

Global Navigation Satellite Systems (GNSS)-based position service is widely applied in cities, but the precision varies significantly in different obstruction scenes. Scene recognition is critical for developing scene-adaptive GNSS algorithms. Howeve...

  • Article
  • Open Access
893 Views
19 Pages

Accurate and robust feature matching across multi-view urban imagery is fundamental for urban mapping, 3D reconstruction, and large-scale spatial alignment. Real-world urban scenes involve significant variations in viewpoint, illumination, and occlus...

  • Article
  • Open Access
1 Citations
1,866 Views
25 Pages

CSANet: Context–Spatial Awareness Network for RGB-T Urban Scene Understanding

  • Ruixiang Li,
  • Zhen Wang,
  • Jianxin Guo and
  • Chuanlei Zhang

Semantic segmentation plays a critical role in understanding complex urban environments, particularly for autonomous driving applications. However, existing approaches face significant challenges under low-light and adverse weather conditions. To add...

  • Article
  • Open Access
266 Citations
12,206 Views
20 Pages

4 August 2021

Semantic segmentation from very fine resolution (VFR) urban scene images plays a significant role in several application scenarios including autonomous driving, land cover classification, urban planning, etc. However, the tremendous details contained...

  • Article
  • Open Access
3 Citations
4,333 Views
28 Pages

22 December 2024

Urban parks are important components of the urban green space system, providing residents with a variety of leisure options. The design’s focal point is the spatial layout of the different use scenarios within these parks. Previous studies have...

  • Article
  • Open Access
3,598 Views
18 Pages

6 January 2025

With the increasing demand for accurate multimodal data analysis in complex scenarios, existing models often struggle to effectively capture and fuse information across diverse modalities, especially when data include varying scales and levels of det...

  • Article
  • Open Access
3 Citations
2,593 Views
23 Pages

Segmenting Urban Scene Imagery in Real Time Using an Efficient UNet-like Transformer

  • Haiqing Xu,
  • Mingyang Yu,
  • Fangliang Zhou and
  • Hongling Yin

28 February 2024

Semantic segmentation of high-resolution remote sensing urban images is widely used in many fields, such as environmental protection, urban management, and sustainable development. For many years, convolutional neural networks (CNNs) have been a prev...

  • Article
  • Open Access
25 Citations
5,761 Views
20 Pages

13 August 2021

An accurate understanding of urban objects is critical for urban modeling, intelligent infrastructure planning and city management. The semantic segmentation of light detection and ranging (LiDAR) point clouds is a fundamental approach for urban scen...

  • Article
  • Open Access
4 Citations
3,084 Views
20 Pages

GACM: A Graph Attention Capsule Model for the Registration of TLS Point Clouds in the Urban Scene

  • Jianjun Zou,
  • Zhenxin Zhang,
  • Dong Chen,
  • Qinghua Li,
  • Lan Sun,
  • Ruofei Zhong,
  • Liqiang Zhang and
  • Jinghan Sha

9 November 2021

Point cloud registration is the foundation and key step for many vital applications, such as digital city, autonomous driving, passive positioning, and navigation. The difference of spatial objects and the structure complexity of object surfaces are...

  • Article
  • Open Access
22 Citations
4,209 Views
17 Pages

Classification of Complicated Urban Forest Acoustic Scenes with Deep Learning Models

  • Chengyun Zhang,
  • Haisong Zhan,
  • Zezhou Hao and
  • Xinghui Gao

20 January 2023

The use of passive acoustic monitoring (PAM) can compensate for the shortcomings of traditional survey methods on spatial and temporal scales and achieve all-weather and wide-scale assessment and prediction of environmental dynamics. Assessing the im...

  • Article
  • Open Access
396 Views
21 Pages

Against the backdrop of rapid urbanization, high-density living environments and fast-paced lifestyles have seriously undermined people’s physical and mental health. Urban recreation has become a prevalent way for people to relieve daily stress...

  • Communication
  • Open Access
5 Citations
3,042 Views
12 Pages

20 June 2023

Point cloud registration plays a crucial role in 3D mapping and localization. Urban scene point clouds pose significant challenges for registration due to their large data volume, similar scenarios, and dynamic objects. Estimating the location by ins...

  • Technical Note
  • Open Access
3 Citations
2,853 Views
18 Pages

Select Informative Samples for Night-Time Vehicle Detection Benchmark in Urban Scenes

  • Xiao Wang,
  • Xingyue Tu,
  • Baraa Al-Hassani,
  • Chia-Wen Lin and
  • Xin Xu

31 August 2023

Night-time vehicle detection plays a vital role due to the high incidence of abnormal events in our daily security field. However, existing studies mainly focus on vehicle detection in autonomous driving and traffic intersection scenes, but ignore ur...

  • Article
  • Open Access
1 Citations
2,632 Views
18 Pages

Simulation-Based Self-Supervised Line Extraction for LiDAR Odometry in Urban Road Scenes

  • Peng Wang,
  • Ruqin Zhou,
  • Chenguang Dai,
  • Hanyun Wang,
  • Wanshou Jiang and
  • Yongsheng Zhang

11 November 2023

LiDAR odometry is a fundamental task for high-precision map construction and real-time and accurate localization in autonomous driving. However, point clouds in urban road scenes acquired by vehicle-borne lasers are of large amounts, “near dens...

  • Article
  • Open Access
10 Citations
3,168 Views
27 Pages

9 September 2024

A historic area situated within contemporary urban space must adapt to modern lifestyles and aesthetic sensibilities to sustain its vitality and facilitate effective heritage transmission. A key criterion for evaluating adaptation is its ability to f...

  • Article
  • Open Access
7 Citations
2,935 Views
22 Pages

20 August 2024

In urban scenes, buildings are usually dense and exhibit similar shapes. Thus, existing autonomous unmanned aerial vehicle (UAV) localization schemes based on map matching, especially the semantic shape matching (SSM) method, cannot capture the uniqu...

  • Article
  • Open Access
519 Views
16 Pages

Semantic segmentation plays a pivotal role in autonomous driving, enabling pixel-level understanding of road scenes. Although transformer-based models such as SegFormer have shown exceptional performance on large datasets, their generalization to sma...

  • Article
  • Open Access
38 Citations
5,540 Views
23 Pages

5 March 2021

Unmanned aerial vehicles (UAVs) can capture high-quality aerial photos and have been widely used for large-scale urban 3D reconstruction. However, even with the help of commercial flight control software, it is still a challenging task for non-profes...

  • Article
  • Open Access
13 Citations
4,695 Views
17 Pages

Urban Aquatic Scene Expansion for Semantic Segmentation in Cityscapes

  • Zongcheng Yue,
  • Chun-Yan Lo,
  • Ran Wu,
  • Longyu Ma and
  • Chiu-Wing Sham

In urban environments, semantic segmentation using computer vision plays a pivotal role in understanding and interpreting the diverse elements within urban imagery. The Cityscapes dataset, widely used for semantic segmentation in urban scenes, predom...

  • Technical Note
  • Open Access
25 Citations
4,551 Views
17 Pages

14 October 2022

With the rapid development of cities, semantic segmentation of urban scenes, as an important and effective imaging method, can accurately obtain the distribution information of typical urban ground features, reflecting the development scale and the l...

  • Article
  • Open Access
5 Citations
3,918 Views
13 Pages

Urban Scene Vectorized Modeling Based on Contour Deformation

  • Lingjie Zhu,
  • Shuhan Shen,
  • Xiang Gao and
  • Zhanyi Hu

Modeling urban scenes automatically is an important problem for both GIS and nonGIS specialists with applications like urban planning, autonomous driving, and virtual reality. In this paper, we present a novel contour deformation approach to generate...

  • Article
  • Open Access
3 Citations
2,852 Views
12 Pages

MFVC: Urban Traffic Scene Video Caption Based on Multimodal Fusion

  • Mingxing Li,
  • Hao Zhang,
  • Cheng Xu,
  • Chenyang Yan,
  • Hongzhe Liu and
  • Xuewei Li

21 September 2022

With the development of electronic technology, intelligent cars can gradually realize more complex artificial intelligence algorithms. The video caption algorithm is one of them. However, current video caption algorithms only consider single-visual i...

  • Article
  • Open Access
12 Citations
5,502 Views
14 Pages

15 December 2021

Urban scene modeling is a challenging but essential task for various applications, such as 3D map generation, city digitization, and AR/VR/metaverse applications. To model man-made structures, such as roads and buildings, which are the major componen...

  • Article
  • Open Access
5 Citations
2,016 Views
24 Pages

Optimization Model-Based Robust Method and Performance Evaluation of GNSS/INS Integrated Navigation for Urban Scenes

  • Dashuai Chai,
  • Shijie Song,
  • Kunlin Wang,
  • Jingxue Bi,
  • Yunlong Zhang,
  • Yipeng Ning and
  • Ruijie Yan

The robust and high-precision estimation of position and attitude information using a combined global navigation satellite system/inertial navigation system (GNSS/INS) model is essential to a wide range of applications in intelligent driving and smar...

  • Article
  • Open Access
65 Citations
6,125 Views
19 Pages

30 March 2017

The segmentation of urban scene mobile laser scanning (MLS) data into meaningful street objects is a great challenge due to the scene complexity of street environments, especially in the vicinity of street objects such as poles and trees. This paper...

  • Article
  • Open Access
15 Citations
4,230 Views
26 Pages

Urban Built Environment Assessment Based on Scene Understanding of High-Resolution Remote Sensing Imagery

  • Jie Chen,
  • Xinyi Dai,
  • Ya Guo,
  • Jingru Zhu,
  • Xiaoming Mei,
  • Min Deng and
  • Geng Sun

3 March 2023

A high-quality built environment is important for human health and well-being. Assessing the quality of the urban built environment can provide planners and managers with decision-making for urban renewal to improve resident satisfaction. Many studie...

  • Article
  • Open Access
262 Views
24 Pages

8 May 2026

Texture privacy preservation is a key technique for enabling the secure sharing and compliant use of three-dimensional (3D) urban models. However, maintaining visually continuous textures after privacy-preserving processing remains a challenging task...

  • Article
  • Open Access
17 Citations
7,201 Views
21 Pages

StreetAware: A High-Resolution Synchronized Multimodal Urban Scene Dataset

  • Yurii Piadyk,
  • Joao Rulff,
  • Ethan Brewer,
  • Maryam Hosseini,
  • Kaan Ozbay,
  • Murugan Sankaradas,
  • Srimat Chakradhar and
  • Claudio Silva

3 April 2023

Access to high-quality data is an important barrier in the digital analysis of urban settings, including applications within computer vision and urban design. Diverse forms of data collected from sensors in areas of high activity in the urban environ...

  • Article
  • Open Access
4 Citations
2,487 Views
18 Pages

11 September 2024

In recent years, China has been steadily implementing its innovation-driven development strategy, underscoring the vital importance of attracting innovative talents to cities. Major cities have come to realize that securing such talent is essential f...

  • Article
  • Open Access
33 Citations
8,697 Views
28 Pages

20 March 2018

Urban experimentation with sustainability has been gaining prominence in policy and academic discourses about urban transformations, spurring the creation of urban living laboratories and transition arenas. However, the academic literature has only b...

  • Article
  • Open Access
5 Citations
5,971 Views
9 Pages

Common to most cities with tree-lined roads, streets, and sidewalks is damage to paved surfaces caused by the growth of roots over time. Sub-surface root growth creates potential hazards for people driving motor vehicles and pedestrian traffic. In la...

  • Article
  • Open Access
26 Citations
7,227 Views
25 Pages

Day-to-Night Street View Image Generation for 24-Hour Urban Scene Auditing Using Generative AI

  • Zhiyi Liu,
  • Tingting Li,
  • Tianyi Ren,
  • Da Chen,
  • Wenjing Li and
  • Waishan Qiu

A smarter city should be a safer city. Nighttime safety in metropolitan areas has long been a global concern, particularly for large cities with diverse demographics and intricate urban forms, whose citizens are often threatened by higher street-leve...

  • Article
  • Open Access
6 Citations
2,381 Views
22 Pages

2 November 2022

Scene parsing of high-resolution remote-sensing images (HRRSIs) refers to parsing different semantic regions from the images, which is an important fundamental task in image understanding. However, due to the inherent complexity of urban scenes, HRRS...

  • Article
  • Open Access
4 Citations
2,150 Views
17 Pages

6 November 2024

Rapid urbanization has led to the emergence of urban–rural fringes, complex transitional zones that challenge traditional urban–rural dichotomies. While these areas play a crucial role in urban development, their precise identification re...

  • Article
  • Open Access
7 Citations
4,833 Views
20 Pages

There has been a cultural turn in urban development, as an increasing number of scholars are stressing the importance of culture in urban research and policy agendas. Specifically, the bohemian cultural scene could drive an integral cultural policy a...

  • Article
  • Open Access
6 Citations
2,214 Views
13 Pages

2 August 2024

In the rapid development of urban construction, underground pipelines play a crucial role. However, the current underground pipelines have poor association with relevant management departments, and there are deficiencies in data completeness, accurac...

  • Article
  • Open Access
1 Citations
2,198 Views
23 Pages

1 November 2021

An algorithm designed for analysis and understanding a 3D urban-type environment by an autonomous flying agent, equipped only with a monocular vision, is presented. The algorithm is hierarchical and is based on the structural representation of the an...

  • Article
  • Open Access
11 Citations
3,403 Views
16 Pages

12 August 2023

Individuals’ preferences for urban forest scenes are an essential factor in the design process. This study explores the connection between landscape design intensity, visual preferences, and eye fixations in urban forest scenes. Five pictures r...

  • Article
  • Open Access
12 Citations
3,922 Views
17 Pages

27 December 2023

Public sub-health has emerged as a pressing concern in densely populated urban areas. The urban environment, with its innate ability to modulate public emotions, harbors a precious resource in the form of urban rivers, which provide a serene and verd...

  • Article
  • Open Access
14 Citations
7,916 Views
18 Pages

20 September 2023

3D reconstruction of urban scenes is an important research topic in remote sensing. Neural Radiance Fields (NeRFs) offer an efficient solution for both structure recovery and novel view synthesis. The realistic 3D urban models generated by NeRFs have...

  • Article
  • Open Access
6 Citations
4,776 Views
21 Pages

CUS3D: A New Comprehensive Urban-Scale Semantic-Segmentation 3D Benchmark Dataset

  • Lin Gao,
  • Yu Liu,
  • Xi Chen,
  • Yuxiang Liu,
  • Shen Yan and
  • Maojun Zhang

19 March 2024

With the continuous advancement of the construction of smart cities, the availability of large-scale and semantically enriched datasets is essential for enhancing the machine’s ability to understand urban scenes. Mesh data have a distinct advan...

  • Article
  • Open Access
688 Views
17 Pages

26 December 2025

Urban scene classification in high-resolution remote sensing images is critical for applications such as power facility site selection and grid security monitoring. However, the complexity and variability of ground objects present significant challen...

  • Article
  • Open Access
3 Citations
1,795 Views
27 Pages

17 November 2025

Accurate and reliable extraction of building footprints from LiDAR point clouds is a fundamental task in remote sensing and urban scene reconstruction. Building footprints serve as essential geospatial products that support GIS database updating, lan...

  • Article
  • Open Access
12 Citations
5,650 Views
18 Pages

30 March 2023

How to recognize the land use change in urban villages during dynamic transformation in Haidian District, Beijing, has become a hot topic with the promotion of urban renewal. The GF-1 high-resolution remote sensing images of 2013, 2015, and 2020 were...

  • Article
  • Open Access
1 Citations
3,212 Views
28 Pages

An Inverse Node Graph-Based Method for the Urban Scene Segmentation of 3D Point Clouds

  • Bufan Zhao,
  • Xianghong Hua,
  • Kegen Yu,
  • Xiaoxing He,
  • Weixing Xue,
  • Qiqi Li,
  • Hanwen Qi,
  • Lujie Zou and
  • Cheng Li

1 August 2021

Urban object segmentation and classification tasks are critical data processing steps in scene understanding, intelligent vehicles and 3D high-precision maps. Semantic segmentation of 3D point clouds is the foundational step in object recognition. To...

  • Article
  • Open Access
9 Citations
2,751 Views
28 Pages

16 November 2024

Urban forest parks offer valuable spaces for walking activities that benefit both physical and mental health. However, trails in current park designs are often underutilised, and the scene layout does not fully meet the preferences of walkers. Theref...

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