A framework for quantitative analysis and differentiated marketing of tourism destination image based on visual content of photos

Article Hospitality, Leisure, Sport & Tourism

How does tourism image affect visitor perceptions of a festival's identity? Influence analysis of three aboriginal festivals in Taiwan

Tsung Hung Lee et al.

Summary: This paper evaluates a theoretical model of tourism image, authentic experience, and festival identity for visitors at aboriginal festivals in Taiwan. The findings provide insights into the factors and relationships in this model.

JOURNAL OF DESTINATION MARKETING & MANAGEMENT (2022)

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Article Computer Science, Interdisciplinary Applications

Exploring spatiotemporal changes in the multi-granularity emotions of people in the city: a case study of Nanchang, China

Xin Xiao et al.

Summary: In this study, the temporal and spatial characteristics of Weibo emotions in Nanchang City were analyzed, and the hot topics were detected. The results reveal that Weibo emotions are mainly positive, the spatial distribution of emotions in the city is uneven, and there is a relatively high intensity of temporal and spatial changes.

COMPUTATIONAL URBAN SCIENCE (2022)

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Article Hospitality, Leisure, Sport & Tourism

How to Read a Destination from Images? Machine Learning and Network Methods for DMOs' Image Projection and Photo Evaluation

Zeya He et al.

Summary: This study analyzed user-generated content to guide the selection of organization-generated content on social media, using a machine learning algorithm to extract elements of received and projected images. The study constructed a semantic network based on the elements retrieved from user-generated content, providing guidance for destination marketing organizations in image projection and content selection. Studies showed that organization-generated content photos that matched consumers' central impressions, especially affective ones, could generate higher online engagement.

JOURNAL OF TRAVEL RESEARCH (2022)

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Article Hospitality, Leisure, Sport & Tourism

Food Tourists and Food Image in a Creative City of Gastronomy in Macao, China

Yim King Penny Wan et al.

Summary: This study aims to compare food tourists and non-food tourists in Macao, China, in terms of their profiles and behavioral characteristics, and to understand the association between regional cultural components, gastronomic image, and these two groups of tourists. The results showed that there were no significant differences between food tourists and non-food tourists in terms of demographic background or most behavioral patterns. Additionally, the gastronomic image of Macao did not differ significantly for food tourists, except for age and awareness factors. Hong Kong visitors had a stronger image of Macao as a place for Macanese food compared to other respondents.

JOURNAL OF CHINA TOURISM RESEARCH (2022)

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Article Hospitality, Leisure, Sport & Tourism

Impact of the COVID-19 pandemic on rural tourism in Czechia Preliminary considerations

Antonin Vaishar et al.

Summary: The paper investigates the impact of the COVID-19 pandemic on rural tourism in Czechia. The decline in tourism mainly affected destinations focused on foreign tourists. The Czech countryside gained domestic tourists due to its natural, gastronomic, and local attractions. The specificity of COVID-19 is its local or regional limitation. The epidemic has created an opportunity for the development of rural tourism.

CURRENT ISSUES IN TOURISM (2022)

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Article Environmental Studies

A machine learning approach to cluster destination image on Instagram

Veronika Arefieva et al.

Summary: This study utilizes Instagram photographs to uncover destination image, constructs a novel methodological framework, and highlights specific destination image clusters such as wilderness and spirituality of alpine experiences. The results aid marketers in understanding tourists' preferences and movements, while also revealing blind spots that are less promoted by marketers.

TOURISM MANAGEMENT (2021)

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Article Hospitality, Leisure, Sport & Tourism

Residents' happiness of life in rural tourism development

Rong Wang et al.

Summary: This paper explores the factors affecting residents' happiness and its impact on tourism development through a case study, highlighting the significant role of community participation in predicting residents' happiness. Residents' perceptions of their overall life happiness also positively affected their attitudes towards tourism development.

JOURNAL OF DESTINATION MARKETING & MANAGEMENT (2021)

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Article Hospitality, Leisure, Sport & Tourism

Measuring destination image: a novel approach based on visual data mining. A methodological proposal and an application to European islands

Anastasia Arabadzhyan et al.

Summary: The availability of user generated content, big data, and machine learning algorithms has enabled the collection and analysis of large volumes of data. By using a Visual Object Recognition tool, researchers converted imagery data from Instagram into textual labels to compare and analyze the features and differences of destination images.

JOURNAL OF DESTINATION MARKETING & MANAGEMENT (2021)

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Article Ecology

Perception bias: Deciphering a mismatch between urban crime and perception of safety

Fan Zhang et al.

Summary: This study quantitatively examines the relationship between the perception of safety and crime rates in urban areas by inferring safety scores from Google Street View images. The results suggest a paradoxical association between characteristics of urban space and perception bias over crime, with neighborhoods experiencing daytime and nighttime visitors showing different safety perceptions. The findings contribute to our understanding of the built environment's impact on crime and highlight the importance of considering perception bias in urban management strategies.

LANDSCAPE AND URBAN PLANNING (2021)

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Article Hospitality, Leisure, Sport & Tourism

Impacts of COVID-19 on Chinese nationals' tourism preferences

Songshan (Sam) Huang et al.

Summary: The research found that COVID-19 significantly impacted Chinese nationals' tourism preferences, leading them to prefer destinations that are closer in proximity, nature-based, rural, and cultural. These insights provide practical implications for governments, industry organizations, and tourism operators in formulating recovery strategies targeting Chinese tourists.

TOURISM MANAGEMENT PERSPECTIVES (2021)

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Article Hospitality, Leisure, Sport & Tourism

Traveller-generated destination image: Analysing Flickr photos of 193 countries worldwide

Viriya Taecharungroj et al.

Summary: This research introduces a method that combines Google Cloud Vision AI and latent Dirichlet allocation to identify common destination images and compare destinations worldwide, providing a more effective way for Destination Marketing Organizations to analyze and promote destinations.

INTERNATIONAL JOURNAL OF TOURISM RESEARCH (2021)

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Article Environmental Studies

Learning patterns of tourist movement and photography from geotagged photos at archaeological heritage sites in Cuzco, Peru

Nicole D. Payntar et al.

Summary: This study utilizes open source data from media sharing platforms to analyze travel patterns and visual culture in Cuzco, Peru, by combining geotagged internet photographs with machine learning and computer vision algorithms. The research aims to understand how tourism interacts with heritage regulations and social media, and how aesthetic preferences and visuality are intertwined with evolving tourist expectations curated on social media.

TOURISM MANAGEMENT (2021)

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Review Hospitality, Leisure, Sport & Tourism

The Role of Photograph Aesthetics on Online Review Sites: Effects of Management- versus Traveler-Generated Photos on Tourists' Decision Making

Ben Marder et al.

Summary: This research investigates the impact of professional and amateur photograph aesthetics on the visual appeal of destinations and tourists' booking intentions. Results show that despite the unique beauty in amateur aesthetics, photos with professional aesthetics are more appealing for tourists to book.

JOURNAL OF TRAVEL RESEARCH (2021)

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Article Remote Sensing

Object-oriented multiscale deep features for hyperspectral image classification

Liang Hong et al.

INTERNATIONAL JOURNAL OF REMOTE SENSING (2020)

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Article Computer Science, Information Systems

Quantifying the Characteristics of the Local Urban Environment through Geotagged Flickr Photographs and Image Recognition

Meixu Chen et al.

ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION (2020)

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Article Computer Science, Information Systems

Characterizing Tourism Destination Image Using Photos' Visual Content

Xin Xiao et al.

ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION (2020)

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Article Business

Branding luxury hotels: Evidence from the analysis of consumers' big visual data on TripAdvisor

Simona Giglio et al.

JOURNAL OF BUSINESS RESEARCH (2020)

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Article Hospitality, Leisure, Sport & Tourism

Developing an artificial intelligence framework for online destination image photos identification

Renwu Wang et al.

JOURNAL OF DESTINATION MARKETING & MANAGEMENT (2020)

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Article Hospitality, Leisure, Sport & Tourism

One does not simply ... project a destination image within a participatory culture

Kolar Tomaz et al.

JOURNAL OF DESTINATION MARKETING & MANAGEMENT (2020)

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Article Urban Studies

The big picture of cities: Analysing Flickr photos of 222 cities worldwide

Viriya Taecharungroj et al.

CITIES (2020)

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Article Hospitality, Leisure, Sport & Tourism

Online tourism destination image: components, information sources, and incongruence

Aureli Lojo et al.

JOURNAL OF TRAVEL & TOURISM MARKETING (2020)

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Uncovering inconspicuous places using social media check-ins and street view images

Fan Zhang et al.

COMPUTERS ENVIRONMENT AND URBAN SYSTEMS (2020)

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Evaluation of Life Quality and its Spatial Mismatch with Local Economic Development in Large Chinese Cities

Wen Zeng et al.

APPLIED RESEARCH IN QUALITY OF LIFE (2020)

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Article Hospitality, Leisure, Sport & Tourism

Understanding aesthetic experiences in nature-based tourism: The important role of tourists' literary associations

Qingfang Zhang et al.

JOURNAL OF DESTINATION MARKETING & MANAGEMENT (2020)

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Article Hospitality, Leisure, Sport & Tourism

Different cultures, different photos: A comparison of Shanghai's pictorial destination image between East and West

Ning Deng et al.

TOURISM MANAGEMENT PERSPECTIVES (2019)

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Article Environmental Studies

Discovering the tourists' behaviors and perceptions in a tourism destination by analyzing photos' visual content with a computer deep learning model: The case of Beijing

Kun Zhang et al.

TOURISM MANAGEMENT (2019)

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NIMA: Neural Image Assessment

Hossein Talebi et al.

IEEE TRANSACTIONS ON IMAGE PROCESSING (2018)

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Places: A 10 Million Image Database for Scene Recognition

Bolei Zhou et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2018)

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Article Hospitality, Leisure, Sport & Tourism

Analytic Hierarchy Process (AHP)-based assessment of the value of non-World Heritage Tulou: A case study of Pinghe County, Fujian Province

Hang Ma et al.

TOURISM MANAGEMENT PERSPECTIVES (2018)

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Article Environmental Studies

Measuring the gap between projected and perceived destination images of Catalonia using compositional analysis

Estela Marine-Roig et al.

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Review Environmental Studies

Big data in tourism research: A literature review

Jingjing Li et al.

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Feeling a destination through the right photos: A machine learning model for DMOs' photo selection

Ning Deng et al.

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Share the Gaze: representation of destination image on the Chinese social platform WeChat Moments

Zhao Zhao et al.

JOURNAL OF TRAVEL & TOURISM MARKETING (2018)

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Article Hospitality, Leisure, Sport & Tourism

Destination distinctiveness: Concept, measurement, and impact on tourist satisfaction

Thi Lan Huong Truong et al.

JOURNAL OF DESTINATION MARKETING & MANAGEMENT (2018)

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Article Computer Science, Artificial Intelligence

Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks

Shaoqing Ren et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2017)

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Opinion mining from online hotel reviews - A text summarization approach

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INFORMATION PROCESSING & MANAGEMENT (2017)

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Photograph aesthetical evaluation and classification with deep convolutional neural networks

Yunlan Tan et al.

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Representation of online image of tourist destination: a content analysis of Huangshan

Tonghui Lian et al.

ASIA PACIFIC JOURNAL OF TOURISM RESEARCH (2017)

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Online destination image: Comparing national tourism organisation's and tourists' perspectives

Athena H. N. Mak

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Highlighting Methodological Limitations in the Steps of Composite Indicators Construction

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Deep Networks Can Resemble Human Feed-forward Vision in Invariant Object Recognition

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SCIENTIFIC REPORTS (2016)

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C-IMAGE: city cognitive mapping through geo-tagged photos

Liu Liu et al.

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A PICTORIAL ANALYSIS OF DESTINATION IMAGES ON PINTEREST: THE CASE OF TOKYO, KYOTO, AND OSAKA, JAPAN

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Cultural Differences in Pictorial Destination Images: Russia through the Camera Lenses of American and Korean Tourists

Svetlana Stepchenkova et al.

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Article Hospitality, Leisure, Sport & Tourism

Resource-based destination competitiveness evaluation using a hybrid analytic hierarchy process (AHP): The case study of West Virginia

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Article Hospitality, Leisure, Sport & Tourism

Social Media in Tourism and Hospitality: A Literature Review

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Article Hospitality, Leisure, Sport & Tourism

Moderating Effects of Tourists' Novelty-Seeking Tendencies on Destination Image, Visitor Satisfaction, and Short- and Long-Term Revisit Intentions

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Visual destination images of Peru: Comparative content analysis of DMO and user-generated photography

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Article Hospitality, Leisure, Sport & Tourism

Chinese Outbound Tourists' Destination Image of America: Part I

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Understanding the Relationship between Tourism Destination Imagery and Tourist Photography

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Examining the structural relationships of destination image, tourist satisfaction and destination loyalty: An integrated approach

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A framework for quantitative analysis and differentiated marketing of tourism destination image based on visual content of photos

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