Análise de Dados de Imagem e Vídeo
Análise de Dados de Imagem e Vídeo
Descrição

This project aims to explore new research problems that can be solved by using image and video data analysis. This project will be developed in collaboration with the Lisbon City Council (CML) and addresses challenges that CML launched for the scientific community. The area topic to be addressed is computer vision for knowledge extraction based on aerial and street-level city imagery. We propose a new multi-spatial scale urban fabric dataset and a novel convolutional neural network solution for urban fabric classification tasks. Considering the challenges launched by CML and the already established collaboration between Iscte and CML, this project proposes to explore solutions to a set of urban classification problems by using video and image analysis. In this topic the goal is to identify features of the city shape, namely: i) to estimate the existence of unregistered greenspaces, as green rooftops (since CML is not currently aware of most green rooftops existing in Lisbon) and green back yards (not registered in the city council); ii) to estimate the height and deployment shape and area of Lisbon’s buildings, which will enable to develop an automatic and constantly updated tri-dimensional urban fabric map for Lisbon; iii) to estimate and automatically classify the conservation state of buildings’ facades; iv) among others. Such a methodology will be initially based on the set of aerial and street-level images obtained from CML (during the period of the scholarship). We are also considering exploiting existing city plans freely available at OpenStreetMaps to boost the convolutional neural network's training process, as well as to improve its inference performance. In a second phase, we will explore the use of other types of images such as from google street viewer and the ones directly collected by cameras in drones or city council vehicles (e.g., garbage trucks). For this second phase, we envision submitting a proposal to competitive funding and propose this topic as a master dissertation. The proposed project is multidisciplinary, inter-group (SSE and DLS), and aligns with ISTAR core lines of Smart Cities and Digital Transformation.

Parceiros Internos
Centro de Investigação Grupo de Investigação Papel no Projeto Data de Início Data de Fim
ISTAR-IUL Software Systems Engineering Parceiro 2021-09-01 2022-02-28
Parceiros Externos

Não foram encontrados registos.

Equipa de Projeto
Nome Afiliação Papel no Projeto Data de Início Data de Fim
Joao C Ferreira or Joao Ferreira Professor Auxiliar (com Agregação) (DCTI); Investigador Integrado (ISTAR-IUL); Coordenador Global 2021-09-01 2022-02-28
Sara Eloy Professora Auxiliar (DAU); Investigadora Integrada (ISTAR-IUL); Investigadora 2021-09-01 2022-02-28
Tiago Fonseca -- Investigador 2021-09-01 2022-02-28
Tomás Gomes Silva Serpa Brandão Professor Auxiliar (DCTI); Investigador Integrado (ISTAR-IUL); Investigador Associado (IT-Iscte); Investigador 2021-09-01 2022-02-28
Financiamentos do Projeto
Código/Referência Tipo de Financiamento Entidade Financiadora Programa de Financiamento País Valor Financiado (Global) Valor Financiado (Local) Data de Início Data de Fim
UIDP/04466/2020 Contrato FCT Financiamento Plurianual de Unidades de ID Portugal 5900 5900 2021-09-01 2022-02-28
Outputs (Publicações)
Ano Tipo de publicação Referência Completa
2022 Artigo em revista científica Pereira dos Reis, J., Brito e Abreu, F., Carneiro, G. & Anslow, C. (2022). Code smells detection and visualization: A systematic literature review. Archives of Computational Methods in Engineering. 29, 47-94
2022 Artigo em revista científica Caldeira, J., Brito e Abreu, F., Cardoso, J. & Reis, J. (2022). Unveiling process insights from refactoring practices. Computer Standards and Interfaces. 81
2022 Artigo em revista científica Moro, S. & Rita, P. (2022). Data and text mining from online reviews: a literature analysis. Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery. N/A
2022 Artigo em revista científica Reis, J., Brito e Abreu, F. & Figueiredo Carneiro, G. (2022). Crowdsmelling: A preliminary study on using collective knowledge in code smells detection. Empirical Software Engineering. 27 (3)
2022 Artigo em revista científica Santos, M. R. C. & Laureano, R. M. S. (2022). COVID-19-related studies of nonprofit management: A critical review and research agenda. Voluntas. N/A
2022 Artigo em revista científica Duarte, M., Moro, S. & Ferreira da Silva, C. (2022). Does cultural background influence the dissemination and severity of the COVID-19 pandemic?. Heliyon. 8 (2)
2022 Artigo em revista científica Furtado, A., Ramos, R. F., Maia, B. & Costa, J. M. (2022). Predictors of hotel clients’ satisfaction in the Cape Verde Islands. Sustainability. 14 (5)
2022 Artigo em revista científica Parece, S., Rato, V., Resende, R., Pinto, P. & Stellacci, S. (2022). A methodology to qualitatively select upcycled building materials from urban and industrial waste. Sustainability. 14 (6)
2022 Artigo em revista científica Tianyuan, Z., Moro, S. & Ramos, R. F. (2022). A data-driven approach to improve customer churn prediction based on telecom customer segmentation. Future Internet. 14 (3)
2022 Artigo em revista científica Pinto, F., Ferreira da Silva, C. & Moro, S. (2022). People-centered Distributed Ledger Technology-IoT architectures: A systematic literature review. Telematics and Informatics. 70
2022 Artigo em revista científica Lemos, C., Ramos, R. F., Moro, S. & Oliveira, P. M. (2022). Stick or Twist – The raise of blockchain applications in marketing management. Sustainability. 14 (7)
2022 Artigo em revista científica Piedade, D., Alves, T. M. F. & Brandão, T. (2022). Short-reach MCF-based systems employing KK Receivers and feedforward neural networks for ICXT mitigation. Photonics. 9 (5)
2022 Publicação em atas de evento científico Stellacci, S. & Condorelli, F. (2022). Remote survey of traditional dwellings using advanced photogrammetry from archival data: The case of Lisbon. In Yilmaz, A., Wegner, J. D., Qin, R., Remondino, F., Fuse, T., and Toschi, I. (Ed.), The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences. XXIV ISPRS Congress “Imaging today, foreseeing tomorrow”, Commission II, WG II/8. (pp. 893-899). Nice: International Society for Photogrammetry and Remote Sensing.
2022 Artigo no prelo (in press) Marques, L., Moro, S. & Ramos, P. (2022). A literature review on problem models and solution approaches for managing real-time passenger train operations: the perspective of train operating companies. Transportation Research Record.
2021 Artigo em revista científica Zhao, T., Gasiba, T., Lechner, U. & Pinto-Albuquerque, M. (2021). Raising awareness about cloud security in industry through a board game. Information. 12 (11)
2021 Artigo em revista científica Santos, M. R. C. & Laureano, R. M. S. (2021). How has the literature contributed to creating effective risk management policies in nonprofit organisations?. International Journal of Risk Assessment and Management. 24 (1), 1-21
2021 Publicação em atas de evento científico Couto, B. & Eloy, S. (2021). Borealis sound an interactive wall for situational awareness: The impact of responsive architecture on users. In Eloy, S., Viana, D. L., Morais, F., & Vaz, J. V. (Ed.), Formal Methods in Architecture. Advances in Science, Technology and Innovation. (pp. 133-143). Lisboa: Springer.
2021 Publicação em atas de evento científico Almeida, L., Eloy, S. & Almeida, A. de. (2021). What about if buildings respond to my mood?. In Eloy, S., Viana, D. L., Morais, F., & Vaz, J. V. (Ed.), Formal Methods in Architecture. Advances in Science, Technology & Innovation. (pp. 123-131). Lisboa: Springer.
2021 Publicação em atas de evento científico Gasiba, T., Lechner, U. & Albuquerque, M. P. (2021). CyberSecurity challenges for software developer awareness training in industrial environments. In Ahlemann, F., Schütte, R., and Stieglitz, S. (Ed.), Innovation through information systems. Volume II: A collection of latest research on technology issues. Lecture Notes in Information Systems and Organisation. (pp. 370-387).: Springer.
2021 Publicação em atas de evento científico Gasiba, T. E., Hodzic, S., Lechner, U. & Pinto-Albuquerque, M. (2021). Raising security awareness using cybersecurity challenges in embedded programming courses. In 2021 International Conference on Code Quality (ICCQ). (pp. 79-92). Moscow, Russia: IEEE.
2021 Publicação em atas de evento científico Fernandes, S., Laureano, R. M. S., Abrantes, C. & Laureano, L. M. S. (2021). Deteção de manipulação de resultados e seu impacto nos fundos europeus: Uma abordagem analítica. In Rocha, A., Gonçalves, R., Penalvo, F. G., & Martins, J. (Ed.), 2021 16th Iberian Conference on Information Systems and Technologies (CISTI). Chaves: IEEE.
2021 Publicação em atas de evento científico Laureano, R. M. S., Trindade, G. & Laureano, L. M. S. (2021). Predictive models for managing financial incentives oriented to companies: Application to Portugal 2020. In Rocha, A., Gonçalves, R., Penalvo, F. G., & Martins, J. (Ed.), 2021 16th Iberian Conference on Information Systems and Technologies (CISTI). Chaves: IEEE.
2021 Publicação em atas de evento científico Silva, J. L. (2021). Regenerative swiping: A hybrid vision for improved sustainability with "Free" energy harvesting. In Ardito, C., Lanzilotti, R., Malizia, A., Petrie, H., Piccinno, A., Desolda, G., and Inkpen, K. (Ed.), Human-Computer Interaction – INTERACT 2021. Lecture Notes in Computer Science. (pp. 476-480).: Springer, Cham.
2021 Publicação em atas de evento científico Rio, A. & Abreu, F. B. e. (2021). Detecting sudden variations in web apps code smells’ density: A longitudinal study. In Paiva, A. C. R., Cavalli, A. R., Martins, P. V., and Pérez-Castillo, R. (Ed.), Quality of information and communications technology. Communications in Computer and Information Science. (pp. 82-96). Online: Springer.
2021 Publicação em atas de evento científico Zhao, T., Gasiba, T. E., Lechner, U. & Albuquerque, M. P. (2021). Exploring a board game to improve cloud security training in industry. In Henriques, P. R., Portela, F., Queirós, R., and Simões, A. (Ed.), Second International Computer Programming Education Conference (ICPEC 2021). Virtual, Braga: Schloss Dagstuhl- Leibniz-Zentrum fur Informatik GmbH, Dagstuhl Publishing.
2021 Publicação em atas de evento científico Casqueiro, L. A., Gasiba, T. E., Albuquerque, M. P. & Lechner, U. (2021). Automated Java challenges' security assessment for training in industry: Preliminary results. In Henriques, P. R., Portela, F., Queirós, R., and Simões, A. (Ed.), Second International Computer Programming Education Conference (ICPEC 2021). Virtual, Braga: Schloss Dagstuhl- Leibniz-Zentrum fur Informatik GmbH, Dagstuhl Publishing.
2021 Publicação em atas de evento científico Gasiba, T. E., Andrei-Cristian, I., Lechner, U. & Pinto-Albuquerque, M. (2021). Raising security awareness of cloud deployments using infrastructure as code through cybersecurity challenges. In ARES 2021: The 16th International Conference on Availability, Reliability and Security. Vienna Austria: ACM.
2021 Publicação em atas de evento científico Valentim, S., Fonseca, T., Ferreira, J., Brandão, T., Ribeiro, R. & Nae, S. (2021). Gun model classification based on fired cartridge case head images with siamese networks. In Abraham, A., Gandhi, N., Hanne, T., Hong, T.-P., Nogueira Rios, T., and Ding, W. (Ed.), Intelligent Systems Design and Applications. Lecture Notes in Networks and Systems. (pp. 1281-1291). Virtual, Online: Springer Cham.
2021 Publicação em atas de evento científico Gasiba, T. E., Lechner, U. & Pinto-Albuquerque, M. (2021). Cybersecurity challenges: Serious games for awareness training in industrial environments. In Deutschland. Digital. Sicher. Bonn: SecuMedia.
2021 Publicação em atas de evento científico Aparício, J. T., Sequeira, J. S. de. & Costa, C. J. (2021). Emotion analysis of Portuguese political parties communication over the Covid-19 pandemic. In Rocha, A., Goncalves, R., Penalvo, F. G., & Martins, J. (Ed.), 2021 16th Iberian Conference on Information Systems and Technologies (CISTI). Chaves: IEEE.
2020 Publicação em atas de evento científico Sousa, J. & Oliveira, A. (2020). Perceções das alterações climáticas no mundo digital. In Mesquita, A., Moreira, F., Soares, L., and Viamonte, M. J. (Ed.), 20ª Conferência da Associação Portuguesa de Sistemas de Informação (CAPSI 2020). (pp. 44). Porto: Associação Portuguesa de Sistemas de Informação.
2020 Publicação em atas de evento científico Albuquerque, V., Andrade, F., Ferreira, J. C. & Dias, M. S. (2020). Understanding spatiotemporal station and trip activity patterns in the Lisbon bike-sharing system. In Intelligent transport systems, from research and development to the market uptake. Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering. (pp. 16-34).: Springer.
2020 Publicação em atas de evento científico Costa, C. J. & Aparício, J. T. (2020). POST-DS: A methodology to boost data science. In Rocha, A., Perez, B. E., Penalvo, F. G., del Mar Miras, M., & Goncalves, R. (Ed.), 2020 15th Iberian Conference on Information Systems and Technologies (CISTI). Sevilla: IEEE.
2019 Publicação em atas de evento científico Sobreiro, P. & Oliveira, A. (2019). As TIC e a gestão da doença arterial coronária na perspetiva dos profissionais de saúde. In CAPSI 2019 Proceedings. Lisboa: Associação Portuguesa de Sistemas de Informação.
Outputs (Outros)

Não foram encontrados registos.

Ficheiros do projeto

Não foram encontrados registos.

Com o objetivo de aumentar a investigação direcionada para o cumprimento dos Objetivos do Desenvolvimento Sustentável para 2030 das Nações Unidas, é disponibilizada no Ciência-IUL a possibilidade de associação, quando aplicável, dos projetos científicos aos Objetivos do Desenvolvimento Sustentável. Estes são os Objetivos do Desenvolvimento Sustentável identificados para este projeto. Para uma informação detalhada dos Objetivos do Desenvolvimento Sustentável, clique aqui.

Análise de Dados de Imagem e Vídeo
2021-09-01
2022-02-28