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Using image recognition to automate assessment of cultural ecosystem services from social media photographs

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Cited by:

  1. Nicolas Marine & Cecilia Arnaiz-Schmitz & Luis Santos-Cid & María F. Schmitz, 2022. "Can We Foresee Landscape Interest? Maximum Entropy Applied to Social Media Photographs: A Case Study in Madrid," Land, MDPI, vol. 11(5), pages 1-13, May.
  2. Michelle L. Johnson & Lindsay K. Campbell & Erika S. Svendsen & Heather L. McMillen, 2019. "Mapping Urban Park Cultural Ecosystem Services: A Comparison of Twitter and Semi-Structured Interview Methods," Sustainability, MDPI, vol. 11(21), pages 1-21, November.
  3. Suvodeep Mazumdar & Dhavalkumar Thakker, 2020. "Citizen Science on Twitter: Using Data Analytics to Understand Conversations and Networks," Future Internet, MDPI, vol. 12(12), pages 1-22, November.
  4. Broome, James David & Cook, David & Davíðsdóttir, Brynhildur, 2024. "Heavenly lights: An exploratory review of auroral ecosystem services and disservices," Ecosystem Services, Elsevier, vol. 67(C).
  5. Oleksandr Karasov & Stien Heremans & Mart Külvik & Artem Domnich & Igor Chervanyov, 2020. "On How Crowdsourced Data and Landscape Organisation Metrics Can Facilitate the Mapping of Cultural Ecosystem Services: An Estonian Case Study," Land, MDPI, vol. 9(5), pages 1-17, May.
  6. Liangjian Yang & Kaijun Cao, 2022. "Cultural Ecosystem Services Research Progress and Future Prospects: A Review," Sustainability, MDPI, vol. 14(19), pages 1-18, September.
  7. Maria Elena Menconi & Ambra Sipone & David Grohmann, 2021. "Complex Systems Thinking Approach to Urban Greenery to Provide Community-Tailored Solutions and Enhance the Provision of Cultural Ecosystem Services," Sustainability, MDPI, vol. 13(21), pages 1-17, October.
  8. Kaiser, Nina N. & Ghermandi, Andrea & Feld, Christian K. & Hershkovitz, Yaron & Palt, Martin & Stoll, Stefan, 2021. "Societal benefits of river restoration – Implications from social media analysis," Ecosystem Services, Elsevier, vol. 50(C).
  9. Havinga, Ilan & Marcos, Diego & Bogaart, Patrick & Tuia, Devis & Hein, Lars, 2024. "Understanding the sentiment associated with cultural ecosystem services using images and text from social media," Ecosystem Services, Elsevier, vol. 65(C).
  10. Gosal, Arjan S. & Geijzendorffer, Ilse R. & Václavík, Tomáš & Poulin, Brigitte & Ziv, Guy, 2019. "Using social media, machine learning and natural language processing to map multiple recreational beneficiaries," Ecosystem Services, Elsevier, vol. 38(C), pages 1-1.
  11. Sinclair, Michael & Mayer, Marius & Woltering, Manuel & Ghermandi, Andrea, 2020. "Valuing nature-based recreation using a crowdsourced travel cost method: A comparison to onsite survey data and value transfer," Ecosystem Services, Elsevier, vol. 45(C).
  12. Calcagni, Fulvia & Nogué Batallé, Júlia & Baró, Francesc & Langemeyer, Johannes, 2022. "A tag is worth a thousand pictures: A framework for an empirically grounded typology of relational values through social media," Ecosystem Services, Elsevier, vol. 58(C).
  13. Crouzat, Emilie & De Frutos, Angel & Grescho, Volker & Carver, Steve & Büermann, Andrea & Carvalho-Santos, Claudia & Kraemer, Roland & Mayor, Sarah & Pöpperl, Franziska & Rossi, Christian & Schröter, , 2022. "Potential supply and actual use of cultural ecosystem services in mountain protected areas and their surroundings," Ecosystem Services, Elsevier, vol. 53(C).
  14. Havinga, Ilan & Bogaart, Patrick W. & Hein, Lars & Tuia, Devis, 2020. "Defining and spatially modelling cultural ecosystem services using crowdsourced data," Ecosystem Services, Elsevier, vol. 43(C).
  15. Yuanting Yang & Wei Duan, 2024. "An Interpretation of Landscape Preferences Based on Geographic and Social Media Data to Understand Different Cultural Ecosystem Services," Land, MDPI, vol. 13(2), pages 1-23, January.
  16. Cardoso, Ana Sofia & Renna, Francesco & Moreno-Llorca, Ricardo & Alcaraz-Segura, Domingo & Tabik, Siham & Ladle, Richard J. & Vaz, Ana Sofia, 2022. "Classifying the content of social media images to support cultural ecosystem service assessments using deep learning models," Ecosystem Services, Elsevier, vol. 54(C).
  17. Van Berkel, Derek B. & Tabrizian, Payam & Dorning, Monica A. & Smart, Lindsey & Newcomb, Doug & Mehaffey, Megan & Neale, Anne & Meentemeyer, Ross K., 2018. "Quantifying the visual-sensory landscape qualities that contribute to cultural ecosystem services using social media and LiDAR," Ecosystem Services, Elsevier, vol. 31(PC), pages 326-335.
  18. E. Seda Arslan & Ömer K. Örücü, 2021. "MaxEnt modelling of the potential distribution areas of cultural ecosystem services using social media data and GIS," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(2), pages 2655-2667, February.
  19. Lingua, Federico & Coops, Nicholas C. & Griess, Verena C., 2022. "Valuing cultural ecosystem services combining deep learning and benefit transfer approach," Ecosystem Services, Elsevier, vol. 58(C).
  20. Willcock, Simon & Martínez-López, Javier & Hooftman, Danny A.P. & Bagstad, Kenneth J. & Balbi, Stefano & Marzo, Alessia & Prato, Carlo & Sciandrello, Saverio & Signorello, Giovanni & Voigt, Brian & Vi, 2018. "Machine learning for ecosystem services," Ecosystem Services, Elsevier, vol. 33(PB), pages 165-174.
  21. Ruiz-Frau, A. & Ospina-Alvarez, A. & Villasante, S. & Pita, P. & Maya-Jariego, I. & de Juan, S., 2020. "Using graph theory and social media data to assess cultural ecosystem services in coastal areas: Method development and application," Ecosystem Services, Elsevier, vol. 45(C).
  22. Yuan Yuan & Gangchun Xu & Nannan Shen & Zhijuan Nie & Hongxia Li & Lin Zhang & Yunchong Gong & Yanhui He & Xiaofei Ma & Hongyan Zhang & Jian Zhu & Jinrong Duan & Pao Xu, 2022. "Valuation of Ecosystem Services for the Sustainable Development of Hani Terraces: A Rice–Fish–Duck Integrated Farming Model," IJERPH, MDPI, vol. 19(14), pages 1-19, July.
  23. Jennifer C. Selgrath & Sarah E. Gergel, 2019. "How Much is Enough? Improving Participatory Mapping Using Area Rarefaction Curves," Land, MDPI, vol. 8(11), pages 1-14, November.
  24. Depietri, Yaella & Ghermandi, Andrea & Campisi-Pinto, Salvatore & Orenstein, Daniel E., 2021. "Public participation GIS versus geolocated social media data to assess urban cultural ecosystem services: Instances of complementarity," Ecosystem Services, Elsevier, vol. 50(C).
  25. Rosa, Josianne Claudia Sales & Geneletti, Davide & Morrison-Saunders, Angus & Sánchez, Luis Enrique & Hughes, Michael, 2020. "To what extent can mine rehabilitation restore recreational use of forest land? Learning from 50 years of practice in southwest Australia," Land Use Policy, Elsevier, vol. 90(C).
  26. Manley, Kyle & Nyelele, Charity & Egoh, Benis N., 2022. "A review of machine learning and big data applications in addressing ecosystem service research gaps," Ecosystem Services, Elsevier, vol. 57(C).
  27. Grzyb, Tomasz & Kulczyk, Sylwia & Derek, Marta & Woźniak, Edyta, 2021. "Using social media to assess recreation across urban green spaces in times of abrupt change," Ecosystem Services, Elsevier, vol. 49(C).
  28. Schirpke, Uta & Ghermandi, Andrea & Sinclair, Michael & Van Berkel, Derek & Fox, Nathan & Vargas, Leonardo & Willemen, Louise, 2023. "Emerging technologies for assessing ecosystem services: A synthesis of opportunities and challenges," Ecosystem Services, Elsevier, vol. 63(C).
  29. Patrycia Brzoska & Aiga Spāģe, 2020. "From City- to Site-Dimension: Assessing the Urban Ecosystem Services of Different Types of Green Infrastructure," Land, MDPI, vol. 9(5), pages 1-18, May.
  30. Dengyue Zhao & Mingzhu Xiao & Chunbo Huang & Yuan Liang & Ziyue An, 2021. "Landscape Dynamics Improved Recreation Service of the Three Gorges Reservoir Area, China," IJERPH, MDPI, vol. 18(16), pages 1-16, August.
  31. Liu, Hongxiao & Hamel, Perrine & Tardieu, Léa & Remme, Roy P. & Han, Baolong & Ren, Hai, 2022. "A geospatial model of nature-based recreation for urban planning: Case study of Paris, France," Land Use Policy, Elsevier, vol. 117(C).
  32. Huai, Songyao & Chen, Fen & Liu, Song & Canters, Frank & Van de Voorde, Tim, 2022. "Using social media photos and computer vision to assess cultural ecosystem services and landscape features in urban parks," Ecosystem Services, Elsevier, vol. 57(C).
  33. Ruochen Ma & Katsunori Furuya, 2024. "Social Media Image and Computer Vision Method Application in Landscape Studies: A Systematic Literature Review," Land, MDPI, vol. 13(2), pages 1-22, February.
  34. Karasov, Oleksandr & Heremans, Stien & Külvik, Mart & Domnich, Artem & Burdun, Iuliia & Kull, Ain & Helm, Aveliina & Uuemaa, Evelyn, 2022. "Beyond land cover: How integrated remote sensing and social media data analysis facilitates assessment of cultural ecosystem services," Ecosystem Services, Elsevier, vol. 53(C).
  35. Fox, Nathan & Graham, Laura J. & Eigenbrod, Felix & Bullock, James M. & Parks, Katherine E., 2021. "Enriching social media data allows a more robust representation of cultural ecosystem services," Ecosystem Services, Elsevier, vol. 50(C).
  36. Meng, Shiting & Huang, Qingxu & Zhang, Ling & He, Chunyang & Inostroza, Luis & Bai, Yansong & Yin, Dan, 2020. "Matches and mismatches between the supply of and demand for cultural ecosystem services in rapidly urbanizing watersheds: A case study in the Guanting Reservoir basin, China," Ecosystem Services, Elsevier, vol. 45(C).
  37. Hongxu Guo & Zhuoqiao Luo & Mengtian Li & Shumin Kong & Haiyan Jiang, 2022. "A Literature Review of Big Data-Based Urban Park Research in Visitor Dimension," Land, MDPI, vol. 11(6), pages 1-17, June.
  38. Gugulica, Madalina & Burghardt, Dirk, 2023. "Mapping indicators of cultural ecosystem services use in urban green spaces based on text classification of geosocial media data," Ecosystem Services, Elsevier, vol. 60(C).
  39. António Azevedo, 2023. "Pull and Push Drivers of Giant-Wave Spectators in Nazaré, Portugal: A Cultural Ecosystem Services Assessment Based on Geo-Tagged Photos," Land, MDPI, vol. 12(2), pages 1-23, January.
  40. Richards, Daniel Rex & Lavorel, Sandra, 2022. "Integrating social media data and machine learning to analyse scenarios of landscape appreciation," Ecosystem Services, Elsevier, vol. 55(C).
  41. Chenghao Yang & Tongtong Liu, 2022. "Social Media Data in Urban Design and Landscape Research: A Comprehensive Literature Review," Land, MDPI, vol. 11(10), pages 1-22, October.
  42. Rui Jin & Chunyuan Huang & Pei Wang & Junyong Ma & Yiliang Wan, 2023. "Identification of Inefficient Urban Land for Urban Regeneration Considering Land Use Differentiation," Land, MDPI, vol. 12(10), pages 1-24, October.
  43. Márquez, Laura Andreina Matos & Rezende, Eva Caroline Nunes & Machado, Karine Borges & Nascimento, Emilly Layne Martins do & Castro, Joana D'arc Bardella & Nabout, João Carlos, 2023. "Trends in valuation approaches for cultural ecosystem services: A systematic literature review," Ecosystem Services, Elsevier, vol. 64(C).
  44. Lavorel, Sandra & Rey, Pierre-Louis & Grigulis, Karl & Zawada, Mégane & Byczek, Coline, 2020. "Interactions between outdoor recreation and iconic terrestrial vertebrates in two French alpine national parks," Ecosystem Services, Elsevier, vol. 45(C).
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