Liu, S.J.[Shao-Jun],
Zhang, L.[Ling],
Long, Y.[Yi],
Long, Y.[Yao],
Xu, M.H.[Mian-Hao],
A New Urban Vitality Analysis and Evaluation Framework Based on Human
Activity Modeling Using Multi-Source Big Data,
IJGI(9), No. 11, 2020, pp. xx-yy.
DOI Link
2012
BibRef
Guo, X.[Xin],
Chen, H.F.[Hong-Fei],
Yang, X.P.[Xi-Ping],
An Evaluation of Street Dynamic Vitality and Its Influential Factors
Based on Multi-Source Big Data,
IJGI(10), No. 3, 2021, pp. xx-yy.
DOI Link
2104
BibRef
Fan, Z.X.[Zheng-Xi],
Duan, J.[Jin],
Luo, M.L.[Meng-Lin],
Zhan, H.R.[Huan-Ran],
Liu, M.R.[Meng-Ru],
Peng, W.C.[Wang-Chongyu],
How Did Built Environment Affect Urban Vitality in Urban Waterfronts?
A Case Study in Nanjing Reach of Yangtze River,
IJGI(10), No. 9, 2021, pp. xx-yy.
DOI Link
2109
BibRef
Li, Q.[Qian],
Cui, C.[Caihui],
Liu, F.[Feng],
Wu, Q.[Qirui],
Run, Y.[Yadi],
Han, Z.G.[Zhi-Gang],
Multidimensional Urban Vitality on Streets: Spatial Patterns and
Influence Factor Identification Using Multisource Urban Data,
IJGI(11), No. 1, 2022, pp. xx-yy.
DOI Link
2201
BibRef
Yang, Y.[Yi],
Wang, H.[Hong],
Qin, S.H.[Shu-Hong],
Li, X.N.[Xiu-Neng],
Zhu, Y.F.[Yun-Feng],
Wang, Y.C.[Yi-Cong],
Analysis of Urban Vitality in Nanjing Based on a Plot Boundary-Based
Neural Network Weighted Regression Model,
IJGI(11), No. 12, 2022, pp. xx-yy.
DOI Link
2301
BibRef
Zhou, Y.Q.[Yu-Quan],
He, X.[Xiong],
Zikirya, B.[Bahram],
Boba Shop, Coffee Shop, and Urban Vitality and Development: A Spatial
Association and Temporal Analysis of Major Cities in China from the
Standpoint of Nighttime Light,
RS(15), No. 4, 2023, pp. xx-yy.
DOI Link
2303
BibRef
Shi, Y.S.[Yi-Shao],
Zheng, J.W.[Jian-Wen],
Pei, X.W.[Xiao-Wen],
Measurement Method and Influencing Mechanism of Urban Subdistrict
Vitality in Shanghai Based on Multisource Data,
RS(15), No. 4, 2023, pp. xx-yy.
DOI Link
2303
BibRef
Yang, H.[Hui],
He, Q.P.[Qing-Ping],
Cui, L.[Liu],
Taha, A.M.M.[Abdallah M. Mohamed],
Exploring the Spatial Relationship between Urban Vitality and Urban
Carbon Emissions,
RS(15), No. 8, 2023, pp. 2173.
DOI Link
2305
BibRef
Li, K.[Keran],
Lin, Y.[Yan],
Exploring the Correlation between Streetscape and Economic Vitality
Using Machine Learning: A Case Study in the Old Urban District of
Xuzhou, China,
IJGI(12), No. 7, 2023, pp. xx-yy.
DOI Link
2308
BibRef
Wang, Y.K.[Yuan-Kai],
Qiu, W.S.[Wai-Shan],
Jiang, Q.R.[Qing-Rui],
Li, W.J.[Wen-Jing],
Ji, T.[Tong],
Dong, L.[Lin],
Drivers or Pedestrians, Whose Dynamic Perceptions Are More Effective
to Explain Street Vitality? A Case Study in Guangzhou,
RS(15), No. 3, 2023, pp. xx-yy.
DOI Link
2302
BibRef
Li, Z.T.[Zhi-Tao],
Zhao, G.W.[Guan-Wei],
Revealing the Spatio-Temporal Heterogeneity of the Association
between the Built Environment and Urban Vitality in Shenzhen,
IJGI(12), No. 10, 2023, pp. 433.
DOI Link
2311
BibRef
Hu, X.Y.[Xin-Yu],
Shen, X.M.[Xi-Ming],
Shi, Y.[Yi],
Li, C.[Chen],
Zhu, W.[Wei],
Multidimensional Spatial Vitality Automated Monitoring Method for
Public Open Spaces Based on Computer Vision Technology:
Case Study of Nanjing's Daxing Palace Square,
IJGI(13), No. 2, 2024, pp. 48.
DOI Link
2402
BibRef
Li, J.[Jilong],
Kong, N.[Niuniu],
Lin, S.P.[Shi-Ping],
Zeng, J.[Jie],
Ke, Y.L.[Yi-Lin],
Chen, J.C.[Jia-Cheng],
Spatial Nonlinear Effects of Street Vitality Constrained by
Construction Intensity and Functional Diversity: A Case Study from
the Streets of Shenzhen,
IJGI(13), No. 7, 2024, pp. 238.
DOI Link
2408
BibRef
Ling, Z.X.[Zhen-Xiang],
Zheng, X.H.[Xiao-Hao],
Chen, Y.B.[Ying-Biao],
Qian, Q.L.[Qing-Lan],
Zheng, Z.[Zihao],
Meng, X.X.[Xian-Xin],
Kuang, J.Y.[Jun-Yu],
Chen, J.Y.[Jun-Yu],
Yang, N.[Na],
Shi, X.H.[Xiang-Hua],
The Nonlinear Relationship and Synergistic Effects between Built
Environment and Urban Vitality at the Neighborhood Scale: A Case
Study of Guangzhou's Central Urban Area,
RS(16), No. 15, 2024, pp. 2826.
DOI Link
2408
BibRef
Zheng, Y.[Yan],
Ye, R.[Ruhai],
Hong, X.J.[Xiao-Jun],
Tao, Y.M.[Yi-Ming],
Li, Z.[Zherui],
What Factors Revitalize the Street Vitality of Old Cities? A Case
Study in Nanjing, China,
IJGI(13), No. 8, 2024, pp. 282.
DOI Link
2408
BibRef
Yu, B.[Bing],
Sun, J.[Jing],
Wang, Z.X.[Zhao-Xing],
Jin, S.[Sanfeng],
Influencing Factors of Street Vitality in Historic Districts Based on
Multisource Data: Evidence from China,
IJGI(13), No. 8, 2024, pp. 277.
DOI Link
2408
BibRef
Chen, Y.Q.[Yu-Qiao],
Li, B.[Bozhao],
Liu, S.[Songcao],
Cai, Z.L.[Zhong-Liang],
Exploring the Impact of Public Health Emergencies on Urban Vitality
Using a Difference-In-Difference Model,
RS(16), No. 10, 2024, pp. 1697.
DOI Link
2405
BibRef
Zhang, Z.[Zhiran],
Liu, J.P.[Ji-Ping],
Zhao, Y.Y.[Yang-Yang],
Zhou, Q.[Qing],
Song, L.J.[Li-Jun],
Xu, S.H.[Sheng-Hua],
Community-Level Urban Vitality Intensity and Diversity Analysis
Supported by Multisource Remote Sensing Data,
RS(17), No. 6, 2025, pp. 1056.
DOI Link
2503
BibRef
Nathvani, R.[Ricky],
Cavanaugh, A.[Alicia],
Suel, E.[Esra],
Bixby, H.[Honor],
Clark, S.N.[Sierra N.],
Metzler, A.B.[Antje Barbara],
Nimo, J.[James],
Moses, J.B.[Josephine Bedford],
Baah, S.[Solomon],
Arku, R.E.[Raphael E.],
Robinson, B.E.[Brian E.],
Baumgartner, J.[Jill],
Bennett, J.E.[James E],
Arif, A.M.[Abeer M.],
Long, Y.[Ying],
Agyei-Mensah, S.[Samuel],
Ezzati, M.[Majid],
Measurement of urban vitality with time-lapsed street-view images and
object-detection for scalable assessment of pedestrian-sidewalk
dynamics,
PandRS(221), 2025, pp. 251-264.
Elsevier DOI
2503
Urban vitality, Street-view images, Object detection,
Time series analysis, Imagery analytical, GIS data fusion
BibRef
Kim, Y.L.[Young-Long],
Urban Vitality Measurement Through Big Data and Internet of Things
Technologies,
IJGI(14), No. 1, 2025, pp. 14.
DOI Link
2501
BibRef
Cai, X.F.[Xing-Fei],
Wen, C.X.[Chao-Xiang],
Wang, H.[Hao],
Chen, W.J.[Wen-Jun],
Identifying Spatial Distribution of Urban Vitality Using
Self-Organizing Feature Map Neural Network,
IJGI(14), No. 2, 2025, pp. 62.
DOI Link
2502
BibRef
Li, H.[He],
Miao, L.[Li],
A Study of the Non-Linear Relationship Between Urban Morphology and
Vitality in Heritage Areas Based on Multi-Source Data and Machine
Learning: A Case Study of Dalian,
IJGI(14), No. 4, 2025, pp. 177.
DOI Link
2505
BibRef
Wu, Y.[Youwan],
Xie, C.X.[Chen-Xi],
Zhang, A.P.[Ai-Ping],
Zhao, T.H.[Tian-Hong],
Cao, J.Z.[Jin-Zhou],
Spatiotemporal Analysis of Urban Vitality and Its Drivers from a
Human Mobility Perspective,
IJGI(14), No. 4, 2025, pp. 167.
DOI Link
2505
BibRef
Yang, J.Y.[Jia-Yu],
Wang, E.[Enxu],
Exploring the Nonlinear Impacts of Built Environment on Urban
Vitality from a Spatiotemporal Perspective at the Block Scale in
Chongqing,
IJGI(14), No. 6, 2025, pp. 225.
DOI Link
2506
BibRef
Barrena-Herrán, M.[Mikel],
Modrego-Monforte, I.[Itziar],
Grijalba, O.[Olatz],
Revealing Spatiotemporal Urban Activity Patterns: A Machine Learning
Study Using Google Popular Times,
IJGI(14), No. 6, 2025, pp. 221.
DOI Link
2506
BibRef
Zheng, G.Q.[Guo-Quan],
Ding, L.L.[Ling-Li],
Zheng, J.H.[Jie-Hui],
A Multi-Dimensional Evaluation of Street Vitality in a Historic
Neighborhood Using Multi-Source Geo-Data: A Case Study of
Shuitingmen, Quzhou,
IJGI(14), No. 7, 2025, pp. 240.
DOI Link
2507
BibRef
Zhu, J.S.[Jia-Sheng],
Rui, X.P.[Xiao-Ping],
Spatiotemporal Dynamics and Multi-Scale Equity Evaluation of Urban
Rail Accessibility: Evidence from Hangzhou,
IJGI(14), No. 9, 2025, pp. 361.
DOI Link
2510
BibRef
Zhong, W.[Wen],
Wang, L.[Lei],
Han, X.[Xin],
Gao, Z.[Zhe],
Spatiotemporal Analysis of Urban Perception Using Multi-Year Street
View Images and Deep Learning,
IJGI(14), No. 10, 2025, pp. 390.
DOI Link
2511
BibRef
Bao, H.Q.[Han-Qing],
Zhou, L.[Lanyue],
Lehnert, L.W.[Lukas W.],
Geo-scenes dissecting urban fabric: Understanding and recognition
combining AI, remotely sensed data and multimodal spatial semantics,
PandRS(230), 2025, pp. 716-737.
Elsevier DOI
2511
Spatial structure and social function.
Urban fabric, Geo-scenes, Spatial relationship,
Distribution pattern, Multimodal deep learning
BibRef
Hou, Y.M.[Yi-Ming],
Zhang, X.Q.[Xiao-Qing],
Jia, J.[Jia],
Capturing the Footsteps of Mobility: A Machine Learning-Based Study
on the Relationship Between Streetscape and Consumption Vitality,
IJGI(14), No. 11, 2025, pp. 422.
DOI Link
2512
BibRef
Ke, Y.L.[Yi-Lin],
Wang, J.[Jiawen],
Lin, S.P.[Shi-Ping],
Li, J.[Jilong],
Kong, N.[Niuniu],
Zeng, J.[Jie],
Chen, J.C.[Jia-Cheng],
Ai, K.[Ke],
The Threshold Effect in the Street Vitality Formation Mechanism,
IJGI(14), No. 11, 2025, pp. 417.
DOI Link
2512
BibRef
Chapter on Remote Sensing General Issue, Land Use, Land Cover continues in
GIS: Cadastral Data Storage and Use .