Utilize este identificador para referenciar este registo:
https://hdl.handle.net/1822/29470
Título: | Using a multi-agent system approach for microaneurysm detection in fundus images |
Autor(es): | Pereira, Carla Veiga, Diana Mahdjoub, Jason Guessoum, Zahia Gonçalves, Luís Ferreira, Manuel João Oliveira Monteiro, João L. |
Palavras-chave: | Image processing Multi-agent system Color fundus images Diabetic retinopathy Microaneurysm |
Data: | 2014 |
Editora: | Elsevier 1 |
Revista: | Artificial intelligence in medicine |
Resumo(s): | Objective Microaneurysms represent the first sign of diabetic retinopathy, and their detection is fundamental for the prevention of vision impairment. Despite several research attempts to develop an automated system to detect microaneurysms in fundus images, none has shown the level of performance required for clinical practice. We propose a new approach, based on a multi-agent system model, for microaneurysm segmentation. Methods and materials A multi-agent based approach, preceded by a preprocessing phase to allow construction of the environment in which agents are situated and interact, is presented. The proposed method is applied to two available online datasets and results are compared to other previously described approaches. Results Microaneurysm segmentation emerges from agent interaction. The final score of the proposed approach was 0.240 in the Retinopathy Online Challenge. Conclusions We achieved competitive results, primarily in detecting microaneurysms close to vessels, compared to more conventional algorithms. Despite these results not being optimum, they are encouraging and reveal that some improvements may be made. |
Tipo: | Artigo |
Descrição: | Author's personal copy |
URI: | https://hdl.handle.net/1822/29470 |
DOI: | 10.1016/j.artmed.2013.12.005 |
ISSN: | 0933-3657 |
Versão da editora: | http://www.aiimjournal.com/article/S0933-3657(13)00165-6/abstract |
Arbitragem científica: | yes |
Acesso: | Acesso restrito UMinho |
Aparece nas coleções: | CAlg - Artigos em revistas internacionais / Papers in international journals |
Ficheiros deste registo:
Ficheiro | Descrição | Tamanho | Formato | |
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versão_online_final.pdf Acesso restrito! | 2,49 MB | Adobe PDF | Ver/Abrir |