Fisher vectors for leaf image classification: an experimental evaluation
In this work we present an experimental evaluation of the exponential family Fisher vector (eFV) encoding applied to the problem of visual plant identification. We evaluate the performance of this model together with a variety of local image descriptors on four different datasets and compare the res...
| Autores principales: | , , |
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| Formato: | Parte de libro publishedVersion |
| Lenguaje: | Inglés Inglés |
| Publicado: |
Springer, Cham
2019
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| Materias: | |
| Acceso en línea: | http://hdl.handle.net/20.500.12272/3924 https://doi.org/10.1007/978-3-319-25751-8_36 |
| Aporte de: |
| id |
I68-R174-20.500.12272-3924 |
|---|---|
| record_format |
dspace |
| institution |
Universidad Tecnológica Nacional |
| institution_str |
I-68 |
| repository_str |
R-174 |
| collection |
RIA - Repositorio Institucional Abierto (UTN) |
| language |
Inglés Inglés |
| topic |
plant identification exponential family fisher vectors image classification |
| spellingShingle |
plant identification exponential family fisher vectors image classification Redolfi, Javier Sánchez, Jorge Pucheta, Julián Fisher vectors for leaf image classification: an experimental evaluation |
| topic_facet |
plant identification exponential family fisher vectors image classification |
| description |
In this work we present an experimental evaluation of the exponential family Fisher vector (eFV) encoding applied to the problem of visual plant identification. We evaluate the performance of this model together with a variety of local image descriptors on four different datasets and compare the results with other methods proposed in the literature. Experiments show that the eFV achieves a performance that compares favorably with other state-of-the-art approaches on this problem. |
| format |
Parte de libro publishedVersion Parte de libro |
| author |
Redolfi, Javier Sánchez, Jorge Pucheta, Julián |
| author_facet |
Redolfi, Javier Sánchez, Jorge Pucheta, Julián |
| author_sort |
Redolfi, Javier |
| title |
Fisher vectors for leaf image classification: an experimental evaluation |
| title_short |
Fisher vectors for leaf image classification: an experimental evaluation |
| title_full |
Fisher vectors for leaf image classification: an experimental evaluation |
| title_fullStr |
Fisher vectors for leaf image classification: an experimental evaluation |
| title_full_unstemmed |
Fisher vectors for leaf image classification: an experimental evaluation |
| title_sort |
fisher vectors for leaf image classification: an experimental evaluation |
| publisher |
Springer, Cham |
| publishDate |
2019 |
| url |
http://hdl.handle.net/20.500.12272/3924 https://doi.org/10.1007/978-3-319-25751-8_36 |
| work_keys_str_mv |
AT redolfijavier fishervectorsforleafimageclassificationanexperimentalevaluation AT sanchezjorge fishervectorsforleafimageclassificationanexperimentalevaluation AT puchetajulian fishervectorsforleafimageclassificationanexperimentalevaluation |
| bdutipo_str |
Repositorios |
| _version_ |
1764820552425406467 |