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Identification

Personal identification

Full name
Diogo Duarte

Citation names

  • D, Duarte

Author identifiers

Ciência ID
7614-F358-AF6D
ORCID iD
0000-0002-1599-8956
Google Scholar ID
7NJzvNkAAAAJ&hl
Scopus Author Id
57195935722

Email addresses

  • diogovad@inescc.pt (Professional)

Languages

Language Speaking Reading Writing Listening Peer-review
Portuguese (Mother tongue)
English Advanced (C1) Advanced (C1) Advanced (C1) Advanced (C1) Advanced (C1)
Education
Degree Classification
2015/06/01 - 2020/01/24
Concluded
 Remote Sensing and Earth Observation (Doctorat)
Major in Remote Sensing
Universiteit Twente, Netherlands
"Debris, rubble piles and façade damage detection using multi-resolution optical remote sensing imagery" (THESIS/DISSERTATION)
2014/10/14
Concluded
 Engenharia de Informação Geoespacial (Mestrado integrado)
Universidade de Coimbra, Portugal
"Automatic orthomosaic production and 3D modelation of urban areas using point clouds obtained with photogrammetric open source software " (THESIS/DISSERTATION)
Affiliation

Science

Category
Host institution 		Employer
2024/05/01 - Current Researcher (Research) Universidade de Coimbra, Portugal
2020/11/01 - 2024/03/31 Postdoc (Research) Universidade de Coimbra Instituto de Engenharia de Sistemas e Computadores de Coimbra, Portugal
Universidade de Coimbra Instituto de Engenharia de Sistemas e Computadores de Coimbra, Portugal
2015/06/01 - 2020/05/31 Contracted Researcher (Research) Universiteit Twente, Netherlands
Universiteit Twente, Netherlands
2014/11/01 - 2015/04/01 Contracted Researcher (Research) Universidade de Coimbra Instituto de Engenharia de Sistemas e Computadores de Coimbra, Portugal
Universidade de Coimbra, Portugal

Teaching in Higher Education

Category
Host institution 		Employer
2019/09/01 - 2020/08/31 Invited Assistant Professor (University Teacher) Universidade de Coimbra, Portugal
Universidade de Coimbra, Portugal

Others

Category
Host institution 		Employer
2019/11/01 - 2020/04/01 Consultancy regarding automated forest monitoring approaches with remote sensing data. RAIZ Instituto de Investigação da Floresta e Papel, Portugal
Projects

Grant

Designation Funders
2014/09/01 - 2015/04/30 EMSURE - Energy and Mobility for SUstainable REgions
CENTRO-07-0224-FEDER-002004
Master Student Fellow
Concluded

Contract

Designation Funders
2023/11/06 - 2027/11/05 COST Action Pan-European Network of Green Deal Agriculture and Forestry Earth Observation Science (PANGEOS,CA22136)
CA22136
Management Committee member
Universidade de Coimbra Instituto de Engenharia de Sistemas e Computadores de Coimbra, Portugal
 European Cooperation in Science and Technology
Ongoing
2024/11/01 - 2027/10/31 SAFIR - Sentinel-Assisted Forestry Insight and Research - AI for Climate-Responsive Forest Monitoring in Mountainous Regions
5129561
Principal investigator
Universidade de Coimbra Instituto de Engenharia de Sistemas e Computadores de Coimbra, Portugal
 Österreichische Forschungsförderungsgesellschaft mbH
Ongoing
2023/05/01 - 2024/04/30 Methods to Enhance Invasive Alien Species Mapping with Sentinel-2 data, Very High Resolution Satellite Images and images collected with drones
mapINVASIVE-1/2023/UIDB/00308/2020
Principal investigator
Universidade de Coimbra Instituto de Engenharia de Sistemas e Computadores de Coimbra, Portugal
 Universidade de Coimbra Instituto de Engenharia de Sistemas e Computadores de Coimbra
Ongoing
2020/11 - 2022/10 UNDERSEE: Improved decision-making with satellite observations and forecasting of water quality changes in marine environments
ESA 4000131085/20/UK/ND
Researcher
Concluded
2015/01/06 - 2018/12/31 INACHUS - Technological and Methodological Solutions for Integrated Wide Area Situation Awareness and Survivor Localisation to Support Search and Rescue Teams
607522
Junior Researcher (PhD candidate contract)
Universiteit Twente, Netherlands
 Community Research and Development Information Seventh Framework Programme Research and Innovation Security
Concluded

Other

Designation Funders
2023 - 2024 Methodologies for Land Use Land Cover map comparison and quality assessment and the potential of Lidar for their production
CONTRATO N.º 2123 - CEXC/155/2023 POCI-05- 5762-FSE-000368
Researcher
Universidade de Coimbra, Portugal
 Direção-Geral do Território
Ongoing
2021/07/08 - 2022/07/07 Development of methodologies for the accuracy assessment of the SMOS (Land Cover Monitoring System) cartographic products
CONTRATO DE COOPERAÇÃO 275/2021 POCI-05- 5762-FSE-000368
Researcher
Universidade de Coimbra, Portugal
 Direção-Geral do Território
Concluded
2021/07/09 - 2021/10/07 Production of geographical datasets for the update of the Built-Up Areas Map 2018
CONTRATO 245/2021
Researcher
Universidade de Coimbra Instituto de Engenharia de Sistemas e Computadores de Coimbra, Portugal
 Direção-Geral do Território
Concluded
Outputs

Publications

Book chapter
  1. Fonte, Cidália C.; Duarte, Diogo. "Potential of Using Images Collected by Satellites by Public Administration / Potencialidade da Utilização de Imagens Recolhidas por Satélites pela Administração Pública". In Informação geoespacial. Portugal: INA Editora, 2024.
    In press
Conference abstract
  1. Duarte, Diogo; Fonte, Cidália C.. "Automatic mapping of non-residential built areas using deep learning models trained with the Built Areas Map, national censuses and Sentinel-2 images / Mapeamento automático de áreas edificadas não residenciais recorrendo a modelos de aprendizagem profunda treinados com a Carta de Áreas Edificadas, censos nacionais e imagens Sentinel-2". Paper presented in X National Conference on Cartography and Geodesy / X Conferência Nacional de Cartografia e Geodesia, Guarda, 2023.
  2. "On the use of drones to detect and map marine macro-litter on the North Atlantic Portuguese beach-dune systems: the experiences of UAS4Litter project". 2021.
    10.5194/egusphere-egu21-12168
Conference paper
  1. Duarte, Diogo; Fonte, C. C.. Corresponding author: Duarte, Diogo. "AUTOMATIC NON-RESIDENTIAL BUILT-UP MAPPING OVER NATIONAL EXTENTS WITH A SENTINEL-2 IMAGE SEGMENTATION MODEL TRAINED WITH ANCILLARY CENSUS DATA". Paper presented in ISPRS Geospatial Week 2023, Cairo, 2023.
    Accepted • 10.5194/isprs-annals-x-1-w1-2023-813-2023
  2. D. Duarte; Cidália Costa Fonte; J. Patriarca; I. Jesus; Diogo Duarte. "GEOGRAPHICAL TRANSFERABILITY OF LULC IMAGE-BASED SEGMENTATION MODELS USING TRAINING DATA AUTOMATICALLY GENERATED FROM OPENSTREETMAP – CASE STUDY IN PORTUGAL". 2022.
    10.5194/isprs-annals-v-3-2022-25-2022
  3. Fonte, Cidália C.; Patriarca, Joaquim; Duarte, Diogo. "EFFECTS OF GEOSPATIAL DATA SOURCES ON THE IDENTIFICATION AND CHARACTERIZATION OF BURNT AREAS IN PORTUGAL". 2021.
    10.5194/isprs-annals-v-4-2021-49-2021
  4. Duarte, D.; Andriolo, U.; Gonçalves, G.. "Addressing the class imbalance problem in the automatic image classification of coastal litter from orthophotos derived from uas imagery". 2020.
    10.5194/isprs-Annals-V-3-2020-439-2020
  5. Tilon, S.M.; Nex, F.; Duarte, D.; Kerle, N.; Vosselman, G.. "Infrastructure Degradation and Post-Disaster Damage Detection Using Anomaly Detecting Generative Adversarial Networks". 2020.
    10.5194/isprs-annals-V-2-2020-573-2020
  6. Gonçalves, G.; Santos, S.; Duarte, D.; Gomes, J.. "Monitoring local shoreline changes by integrating UASS, airborne LiDAR, historical images and orthophotos". 2019.
    10.5220/0007744101260134
  7. Duarte, D.; Nex, F.; Kerle, N.; Vosselman, G.. "DAMAGE DETECTION on BUILDING FAÇADES USING MULTI-TEMPORAL AERIAL OBLIQUE IMAGERY". 2019.
    10.5194/isprs-annals-IV-2-W5-29-2019
  8. Kerle, N.; Nex, F.; Duarte, D.; Vetrivel, A.. "Uav-based structural damage mapping-results from 6 years of research in two european projects". 2019.
    10.5194/isprs-archives-XLII-3-W8-187-2019
  9. Duarte, D.; Nex, F.; Kerle, N.; Vosselman, G.. "SATELLITE IMAGE CLASSIFICATION of BUILDING DAMAGES USING AIRBORNE and SATELLITE IMAGE SAMPLES in A DEEP LEARNING APPROACH". 2018.
    10.5194/isprs-annals-IV-2-89-2018
  10. Duarte, D.; Nex, F.; Kerle, N.; Vosselman, G.. "Towards a more efficient detection of earthquake induced façade damages using oblique UAV imagery". 2017.
    10.5194/isprs-archives-XLII-2-W6-93-2017
  11. Vetrivel, A.; Duarte, D.; Nex, F.; Gerke, M.; Kerle, N.; Vosselman, G.. "POTENTIAL of MULTI-TEMPORAL OBLIQUE AIRBORNE IMAGERY for STRUCTURAL DAMAGE ASSESSMENT". 2016.
    10.5194/isprs-annals-III-3-355-2016
Journal article
  1. Diogo Duarte; Cidália C. Fonte. "Combining readily available population and land cover maps to generate non-residential built-up labels to train Sentinel-2 image segmentation models". International Journal of Applied Earth Observation and Geoinformation (2024): https://doi.org/10.1016/j.jag.2024.104272.
    10.1016/j.jag.2024.104272
  2. Cidália C. Fonte; Diogo Duarte; Ismael Jesus; Hugo Costa; Pedro Benevides; Francisco Moreira; Mário Caetano. "Accuracy Assessment and Comparison of National, European and Global Land Use Land Cover Maps at the National Scale—Case Study: Portugal". Remote Sensing (2024): https://doi.org/10.3390/rs16091504.
    10.3390/rs16091504
  3. Diogo Duarte; Cidália Fonte; Hugo Costa; Mário Caetano. "Thematic Comparison between ESA WorldCover 2020 Land Cover Product and a National Land Use Land Cover Map". Land (2023): https://doi.org/10.3390/land12020490.
    10.3390/land12020490
  4. "Drones for litter mapping: An inter-operator concordance test in marking beached items on aerial images". Marine Pollution Bulletin 169 (2021): 112542-112542. http://dx.doi.org/10.1016/j.marpolbul.2021.112542.
    10.1016/j.marpolbul.2021.112542
  5. Andriolo, Umberto; Gonçalves, Gil; Rangel-Buitrago, Nelson; Paterni, Marco; Bessa, Filipa; Gonçalves, Luisa M.S.; Sobral, Paula; et al. "Drones for litter mapping: An inter-operator concordance test in marking beached items on aerial images". Marine Pollution Bulletin 169 (2021): 112542. http://dx.doi.org/10.1016/j.marpolbul.2021.112542.
    Accepted
  6. Diogo Duarte; Francesco Nex; Norman Kerle; George Vosselman. "Detection of seismic façade damages with multi-temporal oblique aerial imagery". GIScience & Remote Sensing 57 5 (2020): 670-686. https://doi.org/10.1080/15481603.2020.1768768.
    10.1080/15481603.2020.1768768
  7. Gonçalves, G.; Andriolo, U.; Pinto, L.; Duarte, D.. "Mapping marine litter with Unmanned Aerial Systems: A showcase comparison among manual image screening and machine learning techniques". Marine Pollution Bulletin 155 (2020): http://www.scopus.com/inward/record.url?eid=2-s2.0-85083066918&partnerID=MN8TOARS.
    10.1016/j.marpolbul.2020.111158
  8. Fonte, C.C.; Patriarca, J.; Jesus, I.; Duarte, D.. "Automatic extraction and filtering of openstreetmap data to generate training datasets for land use land cover classification". Remote Sensing 12 20 (2020): 1-31. http://www.scopus.com/inward/record.url?eid=2-s2.0-85092770973&partnerID=MN8TOARS.
    10.3390/rs12203428
  9. Norman Kerle; Francesco Nex; Markus Gerke; Diogo Duarte; Anand Vetrivel. "UAV-Based Structural Damage Mapping: A Review". ISPRS International Journal of Geo-Information 9 1 (2019): 14-14. https://doi.org/10.3390/ijgi9010014.
    10.3390/ijgi9010014
  10. Francesco Nex; Diogo Duarte; Fabio Giulio Tonolo; Norman Kerle. "Structural Building Damage Detection with Deep Learning: Assessment of a State-of-the-Art CNN in Operational Conditions". Remote Sensing (2019): https://www.mdpi.com/2072-4292/11/23/2765.
    10.3390/rs11232765
  11. Francesco Nex; Diogo Duarte; Anne Steenbeek; Norman Kerle. "Towards Real-Time Building Damage Mapping with Low-Cost UAV Solutions". Remote Sensing (2019): http://www.mdpi.com/2072-4292/11/3/287.
    10.3390/rs11030287
  12. Diogo Duarte; Francesco Nex; Norman Kerle. "Multi-Resolution Feature Fusion for Image Classification of Building Damages with Convolutional Neural Networks". Remote Sensing (2018): http://www.mdpi.com/2072-4292/10/10/1636.
    10.3390/rs10101636
Thesis / Dissertation
  1. Vicente Amorim Duarte, D.A.. "Debris, rubble piles and façade damage detection using multi-resolution optical remote sensing imagery". PhD, 2020. http://dx.doi.org/10.3990/1.9789036549400.
    10.3990/1.9789036549400
Activities

Oral presentation

Presentation title Event name
Host (Event location)
2024/06/19 Weakly Supervised Image Semantic Segmentation of UAV Multispectral Orthophotos to Reduce Image Labelling Effort for the Mapping of Woody Invasive Alien Plants 43rd EARSeL Symposium
EARSeL (Manchester, United Kingdom)
2023/09/06 AUTOMATIC NON-RESIDENTIAL BUILT-UP MAPPING OVER NATIONAL EXTENTS WITH A SENTINEL-2 IMAGE SEGMENTATION MODEL TRAINED WITH ANCILLARY CENSUS DATA ISPRS Geospatial Week 2023
(Cairo, Egypt)
2022/06/10 GEOGRAPHICAL TRANSFERABILITY OF LULC IMAGE-BASED SEGMENTATION MODELS USING TRAINING DATA AUTOMATICALLY GENERATED FROM OPENSTREETMAP – CASE STUDY IN PORTUGAL ISPRS Congress 2022
ISPRS (Nice, France)
2021/07/04 Addressing the class imbalance problem in the automatic image classification of coastal litter from orthophotos derived from UAS imagery XXV ISPRS Congress 2021
Nice, France (online)
2019/06/13 Damage detection on building façades using multi-temporal aerial oblique imagery ISPRS Geospatial Week 2019
International Society for Photogrammetry and Remote Sensing (Enschede, Netherlands)
2018/06/06 Satellite image classification of building damages using airborne and satellite image samples in a deep learning approach ISPRS Technical Commission II Mid-term Symposium "Towards Photogrammetry 2020"
International Society for Photogrammetry and Remote Sensing (Riva del Garda, Italy)
2017/09/06 Towards a more efficient detection of earthquake induced façade damages using oblique UAV imagery International Conference on Unamnned Aerial Vehicles in Geomatics (UAVg)
International Society for Photogrammetry and Remote Sensing (Bonn, Germany)
2016/07/16 Potential of multi-temporal oblique airborne imagery for structural damage assessment XXIII ISPRS Congress
International Society for Photogrammetry and Remote Sensing (Praga, Czech Republic)

Supervision

Thesis Title
Role 		Degree Subject (Type)
Institution / Organization
2024/07/01 - 2024/09/30 Studying phenology of an invasive tree species based on satellite imagery data
Co-supervisor
 Erasmus+ Traineeship programme (PhD) (PhD)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2022/09/01 - 2023/09/26 Monitorização das faixas de gestão de combustível através dos mapas intra-anuais do estado da vegetação
Co-supervisor
 Mestrado em Tecnologias de Informação Geográfica (Master)
Universidade de Coimbra Departamento de Matemática, Portugal
2019/10/01 - 2020/09/22 Metodologias Automáticas para Criação de Dados de Treino a Partir da COS 2015, UA 2012 e OSM
Co-supervisor
 Engenharia de Informação Geoespacial (Master)
Universidade de Coimbra, Portugal
2019/10/01 - 2020/09/22 Identificação automática de zonas de floresta e de alteração de floresta utilizando plataformas disponíveis e dados do Sentinel-2
Co-supervisor
 Engenharia de Informação Geoespacial (Master)
Universidade de Coimbra, Portugal

Event participation

Activity description
Type of event 		Event name
Institution / Organization
2024/07/09 - 2024/07/09 Presentation regarding remote sensing principles and information extraction from remote sensing data
Seminar
 SPACE Webinar - "Earth Observation with Satellite Imagery"
Instituto Pedro Nunes, Portugal
2023/06/29 - 2023/06/29 Presented "Information extraction from satellite images - overview and examples" - to IPN Incubator startups
Workshop
Instituto Pedro Nunes, Portugal
2023/05/30 - 2023/05/30 Innovation Fellows Bootcamp aimed at technology and knowledge transfer between companies and the different entities of the Portuguese Scientific and Technologic landscape. In this meeting the invited researchers were faced with several challenges for which multi-disciplinary round-tables were formed aiming at addressing these same challenges.
Round table
 Innovation Fellows Bootcamp
Agência Nacional de Inovação SA, Portugal
2023/02/08 - 2023/04/05 Seed Tech Transfer is a personal development program which aims at enhancing the competences regarding technology transfer.
Other
 Seed Tech Transfer 2nd Edition
Universidade de Coimbra, Portugal

Jury of academic degree

Topic
Role 		Candidate name (Type of degree)
Institution / Organization
2024/07/24 INTEGRATION OF OPTICAL AND RADAR IMAGE TIME SERIES WITH SUPERVISED LEARNING AND GEOSPATIAL INTELLIGENCE FOR EARLY MAPPING OF RICE AND MAIZE CROPS IN THE BAIXO MONDEGO REGION
(Thesis) Main arguer
 Adalberto Francisco (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2024/02/20 Desenvolvimento de metodologias para classificação automática de imagens de satélite a partir de dados de treino gerados sem intervenção de operador
(Thesis) Arguer
 Francisco Sebastião da Silva (Master)
Universidade de Coimbra Faculdade de Letras, Portugal
2023/09/15 Automatização da conversão de dados OpenStreetMap para elaboração de cartografia de uso e/ou ocupação do solo.
(Thesis) Main arguer
 Gabriel Miranda (Master)
Universidade de Coimbra Departamento de Matemática, Portugal
2020/11/27 A utilização dos Sistemas Aéros Não Tripulados (SANT) na execução do cadastro geométrico de prédios.
(Thesis) Arguer
 Ana Catarina Garcia Silva (Master)
Universidade de Coimbra, Portugal

Committee member

Activity description
Role 		Institution / Organization
2020/09/01 - 2021/12/01 Part of the Work Group Agro, Food and Forestry of the INESC Brussels Hub. Activities related with management of science regarding all the INESC institutions within the broader INESC Holding
Member
 Instituto de Engenharia de Sistemas e Computadores, Portugal

Conference scientific committee

Conference name Conference host
2024/01/15 - 2024/02/09 43rd EARSeL Symposium Manchester, UK
2023/01/06 - 2023/08/31 ISPRS Geospatial Week 2023 Cairo, Egitpo
2020/07/04 - 2020/07/11 XXIV ISPRS (International Society for Photogrammetry and Remote Sensing) Congress 2021 Nice, France (online due to covid-19)
2019/07/07 - 2019/07/12 ISPRS (International Society for Photogrammetry and Remote Sensing) Geospatial Week 2019 Enschede, the Netherlands

Evaluation committee

Activity description
Role 		Institution / Organization Funding entity
2023/09/04 - 2023/09/29 Evaluated project proposals for the 2024 National Research, Development and Innovation Office, Hungary within Earth Observation and machine learning
Evaluator
 Nemzeti Kutatási, Fejlesztési és Innovációs Hivatal, Hungary Nemzeti Kutatási, Fejlesztési és Innovációs Hivatal
2021/05/30 - 2021/07/15 Evaluation of project proposals for the 'Agence Nationale de la Recherche', France.
Evaluator
 Agence nationale de la recherche, France