Classifying the content of social media images to support cultural ecosystem service assessments using deep learning models

Assessing experienced tranquillity through natural language processing and landscape ecology measures

(2021) Flurina M. Wartmann et al.   LANDSCAPE ECOLOGY

An integrated approach to estimate aesthetic and ecological values of coralligenous reefs

(2021) Juliette Langlois et al.   ECOLOGICAL INDICATORS

Social media and deep learning capture the aesthetic quality of the landscape

(2021) Ilan Havinga et al.   Scientific Reports

Digital conservation in biosphere reserves: Earth observations, social media, and nature's cultural contributions to people

(2020) Ana Sofia Vaz et al.   Conservation Letters

From online texts to Landscape Character Assessment: Collecting and analysing first-person landscape perception computationally

(2020) Olga Koblet et al.   LANDSCAPE AND URBAN PLANNING

iEcology: Harnessing Large Online Resources to Generate Ecological Insights

(2020) Ivan Jarić et al.   TRENDS IN ECOLOGY & EVOLUTION

Social media photo content for Sierra Nevada: a dataset to support the assessment of cultural ecosystem services in protected areas

(2020) Andrea Ros-Candeira et al.   Nature Conservation-Bulgaria

Deep learning‐based methods for individual recognition in small birds

(2020) André C. Ferreira et al.   Methods in Ecology and Evolution

Landscape aesthetics: Spatial modelling and mapping using social media images and machine learning

(2020) A.S. Gosal et al.   ECOLOGICAL INDICATORS

Evaluating tourist profiles and nature-based experiences in Biosphere Reserves using Flickr: Matches and mismatches between online social surveys and photo content analysis

(2020) Ricardo Moreno-Llorca et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Detecting plant species in the field with deep learning and drone technology

(2020) Katherine James et al.   Methods in Ecology and Evolution

A deep active learning system for species identification and counting in camera trap images

(2020) Mohammad Sadegh Norouzzadeh et al.   Methods in Ecology and Evolution

Identification of Indian butterflies using Deep Convolutional Neural Network

(2020) Hari Theivaprakasham   JOURNAL OF ASIA-PACIFIC ENTOMOLOGY

Social media data for conservation science: A methodological overview

(2019) Tuuli Toivonen et al.   BIOLOGICAL CONSERVATION

Crowdsourcing geo-information on landscape perceptions and preferences: A review

(2019) Martina Bubalo et al.   LANDSCAPE AND URBAN PLANNING

Assessing cultural ecosystem services of a large marine protected area through social media photographs

(2019) Jared Retka et al.   OCEAN & COASTAL MANAGEMENT

Applications for deep learning in ecology

(2019) Sylvain Christin et al.   Methods in Ecology and Evolution

Evaluation of cultural ecosystem services: A review of methods

(2019) Xin Cheng et al.   Ecosystem Services

Using social media, machine learning and natural language processing to map multiple recreational beneficiaries

(2019) Arjan S. Gosal et al.   Ecosystem Services

Thinking like a naturalist: Enhancing computer vision of citizen science images by harnessing contextual data

(2019) J. Christopher D. Terry et al.   Methods in Ecology and Evolution

Places: A 10 Million Image Database for Scene Recognition

(2018) Bolei Zhou et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Scene-specific convolutional neural networks for video-based biodiversity detection

(2018) Ben G. Weinstein   Methods in Ecology and Evolution

Machine learning for ecosystem services

(2018) Simon Willcock et al.   Ecosystem Services

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

(2018) Daniel R. Richards et al.   Ecosystem Services

Machine learning for image based species identification

(2018) Jana Wäldchen et al.   Methods in Ecology and Evolution

Deep learning for universal linear embeddings of nonlinear dynamics

(2018) Bethany Lusch et al.   Nature Communications

The power and the promise of culturomics

(2017) Richard J Ladle et al.   FRONTIERS IN ECOLOGY AND THE ENVIRONMENT

Social Media Data Can Be Used to Understand Tourists’ Preferences for Nature-Based Experiences in Protected Areas

(2017) Anna Hausmann et al.   Conservation Letters

Demand and supply of cultural ecosystem services: Use of geotagged photos to map the aesthetic value of landscapes in Hokkaido

(2017) Nobuhiko Yoshimura et al.   Ecosystem Services

Shades of grey challenge practical application of the cultural ecosystem services concept

(2017) Malgorzata Blicharska et al.   Ecosystem Services

Using deep learning to quantify the beauty of outdoor places

(2017) Chanuki Illushka Seresinhe et al.   Royal Society Open Science

Instagram, Flickr, or Twitter: Assessing the usability of social media data for visitor monitoring in protected areas

(2017) Henrikki Tenkanen et al.   Scientific Reports

Exploring the links between functional traits and cultural ecosystem services to enhance urban ecosystem management

(2016) Julie Goodness et al.   ECOLOGICAL INDICATORS

Using crowdsourced imagery to detect cultural ecosystem services: a case study in South Wales, UK

(2016) Gianfranco Gliozzo et al.   ECOLOGY AND SOCIETY

Conservation culturomics

(2016) Richard J Ladle et al.   FRONTIERS IN ECOLOGY AND THE ENVIRONMENT

Perceptions of cultural ecosystem services from urban green

(2016) Maraja Riechers et al.   Ecosystem Services

Conceptualising cultural ecosystem services: A novel framework for research and critical engagement

(2016) Robert Fish et al.   Ecosystem Services

Digital conservation: An introduction

(2015) René van der Wal et al.   AMBIO

A rapid indicator of cultural ecosystem service usage at a fine spatial scale: Content analysis of social media photographs

(2015) Daniel R. Richards et al.   ECOLOGICAL INDICATORS

Rethinking ecosystem services to better address and navigate cultural values

(2011) Kai M.A. Chan et al.   ECOLOGICAL ECONOMICS