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The visual quality of streets: A human-centred continuous measurement based on machine learning algorithms and street view images

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Cited by:

  1. Mehmet Isiler & Mustafa Yanalak & Muhammed Enes Atik & Saziye Ozge Atik & Zaide Duran, 2023. "A Semi-Automated Two-Step Building Stock Monitoring Methodology for Supporting Immediate Solutions in Urban Issues," Sustainability, MDPI, vol. 15(11), pages 1-19, June.
  2. Yiwei Bai & Yihang Bai & Ruoyu Wang & Tianren Yang & Xinyao Song & Bo Bai, 2023. "Exploring Associations between the Built Environment and Cycling Behaviour around Urban Greenways from a Human-Scale Perspective," Land, MDPI, vol. 12(3), pages 1-19, March.
  3. Xinyu Hu & Ruxia Bai & Chen Li & Beixiang Shi & Hui Wang, 2024. "Correlations between an Urban Three-Dimensional Pedestrian Network and Service Industry Layouts Based on Graph Convolutional Neural Networks: A Case Study of Xinjiekou, Nanjing," Land, MDPI, vol. 13(10), pages 1-20, September.
  4. Jia Tao & Meng Yang & Jing Wu, 2022. "Coupling Coordination Evaluation of Lakefront Landscape Spatial Quality and Public Sentiment," Land, MDPI, vol. 11(6), pages 1-29, June.
  5. Aibo Jin & Yunyu Ge & Shiyang Zhang, 2024. "Spatial Characteristics of Multidimensional Urban Vitality and Its Impact Mechanisms by the Built Environment," Land, MDPI, vol. 13(7), pages 1-22, July.
  6. Teng Zhong & Guonian Lü & Xiuming Zhong & Haoming Tang & Yu Ye, 2020. "Measuring Human-Scale Living Convenience through Multi-Sourced Urban Data and a Geodesign Approach: Buildings as Analytical Units," Sustainability, MDPI, vol. 12(11), pages 1-19, June.
  7. Bohong Zheng & Rui Guo & Komi Bernard Bedra & Yanfen Xiang, 2022. "Quantitative Evaluation of Urban Style at Street Level: A Case Study of Hengyang County, China," Land, MDPI, vol. 11(4), pages 1-28, March.
  8. Zhang, Yonglin & Li, Shanlin & Dong, Rencai & Deng, Hongbing & Fu, Xiao & Wang, Chenxing & Yu, Tianshu & Jia, Tianxia & Zhao, Jingzhu, 2021. "Quantifying physical and psychological perceptions of urban scenes using deep learning," Land Use Policy, Elsevier, vol. 111(C).
  9. Md Amiruzzaman & Ye Zhao & Stefanie Amiruzzaman & Aryn C. Karpinski & Tsung Heng Wu, 2023. "An AI-based framework for studying visual diversity of urban neighborhoods and its relationship with socio-demographic variables," Journal of Computational Social Science, Springer, vol. 6(1), pages 315-337, April.
  10. Md Amiruzzaman & Andrew Curtis & Ye Zhao & Suphanut Jamonnak & Xinyue Ye, 2021. "Classifying crime places by neighborhood visual appearance and police geonarratives: a machine learning approach," Journal of Computational Social Science, Springer, vol. 4(2), pages 813-837, November.
  11. Xinyue Ye & Jiaxin Du & Yu Ye, 2022. "MasterplanGAN: Facilitating the smart rendering of urban master plans via generative adversarial networks," Environment and Planning B, , vol. 49(3), pages 794-814, March.
  12. Lingzhu Zhang & Yu Ye & Wenxin Zeng & Alain Chiaradia, 2019. "A Systematic Measurement of Street Quality through Multi-Sourced Urban Data: A Human-Oriented Analysis," IJERPH, MDPI, vol. 16(10), pages 1-24, May.
  13. Gong, Wenjing & Rui, Jin & Li, Tianyu, 2024. "Deciphering urban bike-sharing patterns: An in-depth analysis of natural environment and visual quality in New York's Citi bike system," Journal of Transport Geography, Elsevier, vol. 115(C).
  14. Bartzokas-Tsiompras, Alexandros & Bakogiannis, Efthimios & Nikitas, Alexandros, 2023. "Global microscale walkability ratings and rankings: A novel composite indicator for 59 European city centres," Journal of Transport Geography, Elsevier, vol. 111(C).
  15. Mahsa Farahani & Seyed Vahid Razavi-Termeh & Abolghasem Sadeghi-Niaraki & Soo-Mi Choi, 2023. "A Hybridization of Spatial Modeling and Deep Learning for People’s Visual Perception of Urban Landscapes," Sustainability, MDPI, vol. 15(13), pages 1-30, July.
  16. Zijiao Zhang & Kangfu Zhuo & Wenhan Wei & Fu Li & Jie Yin & Liyan Xu, 2021. "Emotional Responses to the Visual Patterns of Urban Streets: Evidence from Physiological and Subjective Indicators," IJERPH, MDPI, vol. 18(18), pages 1-20, September.
  17. Yibang Zhang & Yukun Zou & Zhenjun Zhu & Xiucheng Guo & Xin Feng, 2022. "Evaluating Pedestrian Environment Using DeepLab Models Based on Street Walkability in Small and Medium-Sized Cities: Case Study in Gaoping, China," Sustainability, MDPI, vol. 14(22), pages 1-23, November.
  18. Khalid Mohammed Almatar, 2024. "Rehumanize the Streets and Make Them More Smart and Livable in Arab Cities: Case Study: Tahlia Street; Riyadh City, Saudi Arabia," Sustainability, MDPI, vol. 16(8), pages 1-17, April.
  19. Yu Ye & Hanting Xie & Jia Fang & Hetao Jiang & De Wang, 2019. "Daily Accessed Street Greenery and Housing Price: Measuring Economic Performance of Human-Scale Streetscapes via New Urban Data," Sustainability, MDPI, vol. 11(6), pages 1-21, March.
  20. Kanyou Sou & Hiroya Shiokawa & Kento Yoh & Kenji Doi, 2021. "Street Design for Hedonistic Sustainability through AI and Human Co-Operative Evaluation," Sustainability, MDPI, vol. 13(16), pages 1-22, August.
  21. Mingshu Wang & Floris Vermeulen, 2021. "Life between buildings from a street view image: What do big data analytics reveal about neighbourhood organisational vitality?," Urban Studies, Urban Studies Journal Limited, vol. 58(15), pages 3118-3139, November.
  22. Fengrui Jing & Lin Liu & Suhong Zhou & Jiangyu Song & Linsen Wang & Hanlin Zhou & Yiwen Wang & Ruofei Ma, 2021. "Assessing the Impact of Street-View Greenery on Fear of Neighborhood Crime in Guangzhou, China," IJERPH, MDPI, vol. 18(1), pages 1-17, January.
  23. Xiaofei Li & Chunyu Pang, 2024. "A Spatial Visual Quality Evaluation Method for an Urban Commercial Pedestrian Street Based on Streetscape Images—Taking Tianjin Binjiang Road as an Example," Sustainability, MDPI, vol. 16(3), pages 1-20, January.
  24. Yilei Tao & Ying Wang & Xinyu Wang & Guohang Tian & Shumei Zhang, 2022. "Measuring the Correlation between Human Activity Density and Streetscape Perceptions: An Analysis Based on Baidu Street View Images in Zhengzhou, China," Land, MDPI, vol. 11(3), pages 1-19, March.
  25. Aggelos Soteropoulos & Martin Berger & Mathias Mitteregger, 2021. "Compatibility of Automated Vehicles in Street Spaces: Considerations for a Sustainable Implementation," Sustainability, MDPI, vol. 13(5), pages 1-32, March.
  26. Haozun Sun & Hong Xu & Hao He & Quanfeng Wei & Yuelin Yan & Zheng Chen & Xuanhe Li & Jialun Zheng & Tianyue Li, 2023. "A Spatial Analysis of Urban Streets under Deep Learning Based on Street View Imagery: Quantifying Perceptual and Elemental Perceptual Relationships," Sustainability, MDPI, vol. 15(20), pages 1-30, October.
  27. Andrew Crooks & Linda See, 2022. "Leveraging Street Level Imagery for Urban Planning," Environment and Planning B, , vol. 49(3), pages 773-776, March.
  28. Jiacheng Shi & Yu Yan & Mingxuan Li & Long Zhou, 2024. "Measuring the Convergence and Divergence in Urban Street Perception among Residents and Tourists through Deep Learning: A Case Study of Macau," Land, MDPI, vol. 13(3), pages 1-29, March.
  29. Jing Zhao & Qi Guo, 2022. "Intelligent Assessment for Visual Quality of Streets: Exploration Based on Machine Learning and Large-Scale Street View Data," Sustainability, MDPI, vol. 14(13), pages 1-24, July.
  30. Jingxiong Huang & Jiaqi Liang & Mengsheng Yang & Yuan Li, 2022. "Visual Preference Analysis and Planning Responses Based on Street View Images: A Case Study of Gulangyu Island, China," Land, MDPI, vol. 12(1), pages 1-15, December.
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