Dog Face Recognition Using Vision Transformer

Registro completo de metadados
MetadadosDescriçãoIdioma
Autor(es): dc.contributorUniversidade Estadual Paulista (UNESP)-
Autor(es): dc.contributorBank of Brazil Brasilia-
Autor(es): dc.creatorCanto, Victor Hugo Braguim-
Autor(es): dc.creatorManesco, João Renato Ribeiro-
Autor(es): dc.creatorde Souza, Gustavo Botelho-
Autor(es): dc.creatorMarana, Aparecido Nilceu-
Data de aceite: dc.date.accessioned2025-08-21T22:02:06Z-
Data de disponibilização: dc.date.available2025-08-21T22:02:06Z-
Data de envio: dc.date.issued2025-04-29-
Data de envio: dc.date.issued2022-12-31-
Fonte completa do material: dc.identifierhttp://dx.doi.org/10.1007/978-3-031-45389-2_3-
Fonte completa do material: dc.identifierhttps://hdl.handle.net/11449/307695-
Fonte: dc.identifier.urihttp://educapes.capes.gov.br/handle/11449/307695-
Descrição: dc.descriptionThe demand for effective, efficient and safe methods for animal identification has been increasing significantly, due to the need for traceability, management, and control of this population, which grows at higher rates than the human population, particularly pets. Motivated by the efficacy of modern human identification methods based on face biometrics features, in this paper, we propose a dog face recognition method based on vision transformers, a deep learning approach that decomposes the input image into a sequence of patches and applies self-attention to these patches to capture spatial relationships between them. Results obtained on DogFaceNet, a public database of dog face images, show that the proposed method, which uses the EfficientFormer-L1 architecture, outperforms the state-of-the-art method proposed previously in literature based on ResNet, a deep convolutional neural network.-
Descrição: dc.descriptionSao Paulo State University (UNESP), Sao Paulo-
Descrição: dc.descriptionBank of Brazil Brasilia-
Descrição: dc.descriptionSao Paulo State University (UNESP), Sao Paulo-
Formato: dc.format33-47-
Idioma: dc.languageen-
Relação: dc.relationLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)-
???dc.source???: dc.sourceScopus-
Palavras-chave: dc.subjectAnimal Biometrics-
Palavras-chave: dc.subjectArcFace-
Palavras-chave: dc.subjectConvolutional Neural Network-
Palavras-chave: dc.subjectDog Identification-
Palavras-chave: dc.subjectFacial Recognition-
Palavras-chave: dc.subjectVisual Transformer-
Título: dc.titleDog Face Recognition Using Vision Transformer-
Tipo de arquivo: dc.typeaula digital-
Aparece nas coleções:Repositório Institucional - Unesp

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