Publicação
Hierarchical Deep Learning Approach for Plant Disease Detection
| dc.contributor.author | Costa, Joana | |
| dc.contributor.author | Silva, Catarina | |
| dc.contributor.author | Ribeiro, Bernardete | |
| dc.date.accessioned | 2026-07-08T16:40:09Z | |
| dc.date.available | 2026-07-08T16:40:09Z | |
| dc.date.issued | 2019 | |
| dc.description.abstract | In this paper we propose a hierarchical deep learning approach for plant disease detection. The detection of diseases in plants using deep image approaches is attracting researchers as a way of taking advantage of cutting-edge learning techniques in scenarios where major benefits can be achieved for mankind. In this work, we focus on diseases of three major different agricultural crops: apple, peach and tomato. Using a real-world dataset composed of nearly 24,000 images, including healthy examples, we propose a hierarchical deep learning approach for plant disease detection and compare it with the standard deep learning approaches. Results permit the conclusion that hierarchical approaches can overcome standard approaches in terms of detection performance. | eng |
| dc.identifier.citation | Costa, J., Silva, C., Ribeiro, B. (2019). Hierarchical Deep Learning Approach for Plant Disease Detection. In: Morales, A., Fierrez, J., Sánchez, J., Ribeiro, B. (eds) Pattern Recognition and Image Analysis. IbPRIA 2019. Lecture Notes in Computer Science(), vol 11868. Springer, Cham. https://doi.org/10.1007/978-3-030-31321-0_33 | |
| dc.identifier.doi | 10.1007/978-3-030-31321-0_33 | |
| dc.identifier.isbn | 9783030313203 | |
| dc.identifier.isbn | 9783030313210 | |
| dc.identifier.issn | 0302-9743 | |
| dc.identifier.issn | 1611-3349 | |
| dc.identifier.uri | http://hdl.handle.net/10400.8/16569 | |
| dc.language.iso | eng | |
| dc.peerreviewed | yes | |
| dc.publisher | Springer International Publishing | |
| dc.relation.hasversion | https://link.springer.com/chapter/10.1007/978-3-030-31321-0_33 | |
| dc.relation.ispartof | Lecture Notes in Computer Science | |
| dc.relation.ispartof | Pattern Recognition and Image Analysis | |
| dc.rights.uri | http://creativecommons.org/licenses/by-nc-nd/4.0/ | |
| dc.title | Hierarchical Deep Learning Approach for Plant Disease Detection | eng |
| dc.type | book part | |
| dspace.entity.type | Publication | |
| oaire.citation.endPage | 393 | |
| oaire.citation.startPage | 383 | |
| oaire.citation.title | Pattern Recognition and Image Analysis (IbPRIA 2019) | |
| oaire.version | http://purl.org/coar/version/c_970fb48d4fbd8a85 | |
| person.familyName | Costa | |
| person.familyName | Silva | |
| person.givenName | Joana | |
| person.givenName | Catarina | |
| person.identifier.ciencia-id | 1B19-3DDC-BE75 | |
| person.identifier.orcid | 0000-0002-4053-5718 | |
| person.identifier.orcid | 0000-0002-5656-0061 | |
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| relation.isAuthorOfPublication | ee28e079-5ca7-4842-9094-372c40f75c38 | |
| relation.isAuthorOfPublication.latestForDiscovery | 23d200dc-1a81-4bd9-9a4a-0efc28af6ce4 |