Urban landscape assessment: a perceptual approach combining virtual reality and crowdsourced photo geodata

The paper focuses on the evaluation of the visual quality of the cityscape of Livorno, in Italy. Using an algorithm based on Flickr’s Application Programming Interface, the coordinates of 7,453 shooting points of a shared photo were downloaded. A direct survey was conducted to assess the perception of urban landscape. The geographical spaces to be evaluated were measured using 78 spherical images played in virtual reality through a virtual reality headset. The data were processed with the Principal Components Analysis. A Visual Quality Index (VQI) was developed to spatialise the results. Saliency maps were calculated to survey typical patterns in areas with high VQI. The results demonstrate how subjective visual perception helps identifying the criteria for the design of high-quality public spaces.

[1]  C. Koch,et al.  Computational modelling of visual attention , 2001, Nature Reviews Neuroscience.

[2]  Çağrı Imamoğlu,et al.  Complexity, liking and familiarity : Architecture and non-architecture Turkish students' assessments of traditional and modern house facades , 2000 .

[3]  Beniamino Murgante,et al.  Kernel Density Estimation Methods for a Geostatistical Approach in Seismic Risk Analysis: The Case Study of Potenza Hilltop Town (Southern Italy) , 2008, ICCSA.

[4]  D. Canter,et al.  PICTURE OR PLACE? A MULTIPLE SORTING STUDY OF LANDSCAPE☆ , 1997 .

[5]  Karl Pearson F.R.S. LIII. On lines and planes of closest fit to systems of points in space , 1901 .

[6]  Colin Robertson,et al.  A multi-scale approach to exploring urban places in geotagged photographs , 2015, Comput. Environ. Urban Syst..

[7]  Brian Orland,et al.  Considering virtual worlds as representations of landscape realities and as tools for landscape planning , 2001 .

[8]  Christoph Hölscher,et al.  Virtual reality as an empirical research tool - Exploring user experience in a real building and a corresponding virtual model , 2015, Comput. Environ. Urban Syst..

[9]  Valerio Signorelli,et al.  Investigating the traveler experience: the use of eye-tracking for urban design purposes , 2011 .

[10]  Alexander Dunkel,et al.  Visualizing the perceived environment using crowdsourced photo geodata , 2015 .

[11]  Daniel E. Orenstein,et al.  The immersive visualization theater: A new tool for ecosystem assessment and landscape planning , 2015, Comput. Environ. Urban Syst..

[12]  Tsuyoshi Honjo,et al.  The validity of VRML images as a stimulus for landscape assessment , 2006 .

[13]  Hui Wang,et al.  A machine learning-based method for the large-scale evaluation of the qualities of the urban environment , 2017, Comput. Environ. Urban Syst..

[14]  P. Geddes Cities in Evolution: An Introduction to the Town Planning Movement and to the Study of Civics , 1968 .

[15]  Mei Zhang,et al.  Semantic differential analysis of the soundscape in urban open public spaces , 2010 .

[16]  Oded Nov,et al.  Analysis of participation in an online photo-sharing community: A multidimensional perspective , 2010, J. Assoc. Inf. Sci. Technol..

[17]  E. Reed The Ecological Approach to Visual Perception , 1989 .

[18]  Laurent Itti,et al.  Models of Bottom-up Attention and Saliency , 2005 .

[19]  Matthew Carmona,et al.  Public Places - Urban Spaces : the dimensions of urban design, Second Edition , 2003 .

[20]  H. Hotelling Analysis of a complex of statistical variables into principal components. , 1933 .

[21]  G. W. Stewart,et al.  On the Early History of the Singular Value Decomposition , 1993, SIAM Rev..

[22]  Ray Green,et al.  MEANING AND FORM IN COMMUNITY PERCEPTION OF TOWN CHARACTER , 1999 .

[23]  Chen Xu,et al.  Detecting tourism destinations using scalable geospatial analysis based on cloud computing platform , 2015, Comput. Environ. Urban Syst..

[24]  Jiebo Luo,et al.  The wisdom of social multimedia: using flickr for prediction and forecast , 2010, ACM Multimedia.

[25]  Marino Bonaiuto,et al.  Indexes of perceived residential environment quality and neighbourhood attachment in urban environments: A confirmation study on the city of Rome , 2003 .

[26]  Andrew A. Lovett,et al.  Using 3D visualization methods in landscape planning: An evaluation of options and practical issues , 2015 .

[27]  Heinrich H. Bülthoff,et al.  Predicting experiential qualities of architecture by its spatial properties , 2005 .

[28]  Henrikki Tenkanen,et al.  Instagram, Flickr, or Twitter: Assessing the usability of social media data for visitor monitoring in protected areas , 2017, Scientific Reports.

[29]  洪黛芬 Application of Semantic Differential Technique to Evaluate Kansei Image in Architectural Design , 2009 .

[30]  Douglas D. Paterson,et al.  Reconfiguring the edge city: The use of ecological design parameters in defining the form of community , 1997 .

[31]  S Ullman,et al.  Shifts in selective visual attention: towards the underlying neural circuitry. , 1985, Human neurobiology.

[32]  C. Koch,et al.  A saliency-based search mechanism for overt and covert shifts of visual attention , 2000, Vision Research.

[33]  Shang H. Hsu,et al.  A semantic differential study of designers’ and users’ product form perception , 2000 .

[34]  Ervin H. Zube,et al.  Landscape perception: Research, application and theory , 1982 .

[35]  Marc Antrop,et al.  Does landscape related expertise influence the visual perception of landscape photographs? : implications for participatory landscape planning and management , 2015 .

[36]  S. Dakin There's more to landscape than meets the eye: towards inclusive landscape assessment in resource and environmental management , 2003 .

[37]  Shih-Lung Shaw,et al.  Representing the Spatial Extent of Places Based on Flickr Photos with a Representativeness-Weighted Kernel Density Estimation , 2016, GIScience.

[38]  J. Lucio,et al.  Relationship between landscape visual attributes and spatial pattern indices: A test study in Mediterranean-climate landscapes , 2006 .

[39]  Ramesh Raskar,et al.  Do People Shape Cities, or Do Cities Shape People? The Co-Evolution of Physical, Social, and Economic Change in Five Major U.S. Cities , 2015 .

[40]  Augustin-Louis Cauchy,et al.  Sur l'équation à l'aide de laquelle on détermine les inégalités séculaires des mouvements des planètes , 2009 .

[41]  Evaggelos Spyrou,et al.  A survey on Flickr multimedia research challenges , 2016, Eng. Appl. Artif. Intell..

[42]  Svetlana K. Perović,et al.  Visual Perception of Public Open Spaces in Niksic , 2012 .

[43]  J. van Leeuwen,et al.  Geographic Information Science , 2003, Foundations of Geographic Information Science.

[44]  Denis White,et al.  Cartographic and Geometric Components of a Global Sampling Design for Environmental Monitoring , 1992 .

[45]  Barry J. Jacobs Tender in the night. , 1999 .

[46]  G. Borruso CARTOGRAFIA E INFORMAZIONE GEOGRAFICA “2.0 E OLTRE”, WEBMAPPING, WEBGIS. UN’INTRODUZIONE , 2013 .

[47]  J. M. Kittross The measurement of meaning , 1959 .

[48]  Vicente Ordonez,et al.  Learning High-Level Judgments of Urban Perception , 2014, ECCV.

[49]  C. Jordan,et al.  Mémoire sur les formes bilinéaires. , 1874 .

[50]  Christopher Alexander,et al.  The Timeless Way of Building , 1979 .

[51]  A. Lothian Landscape and the philosophy of aesthetics: is landscape quality inherent in the landscape or in the eye of the beholder? , 1999 .

[52]  Greg Brown,et al.  Identifying public land stakeholder perspectives for implementing place-based land management , 2015 .

[53]  Ganapati P. Patil,et al.  Multiscale assessment of landscapes and watersheds with synoptic multivariate spatial data in environmental and ecological statistics , 2000 .

[54]  Heng Tao Shen,et al.  Principal Component Analysis , 2009, Encyclopedia of Biometrics.

[55]  Laurent Itti,et al.  Visual salience , 2007, Scholarpedia.

[56]  Axel Bruns,et al.  Towards Produsage: Futures for User-Led Content Production , 2006 .

[57]  Maffei Luigi,et al.  On the Validity of Immersive Virtual Reality as Tool for Multisensory Evaluation of Urban Spaces , 2015 .