Deep Feature Representation and Similarity Matrix based Noise Label Refinement Method for Efficient Face Annotation
Autor:
Suruliandi, A.
; Kasthuri, A.
; Raja, S. P.
Fecha:
12/2021Palabra clave:
Revista / editorial:
International Journal of Interactive Multimedia and Artificial Intelligence (IJIMAI)Tipo de Ítem:
articleDirección web:
https://www.ijimai.org/journal/bibcite/reference/2943Resumen:
Face annotation is a naming procedure that assigns the correct name to a person emerging from an image. Faces that are manually annotated by people in online applications include incorrect labels, giving rise to the issue of label ambiguity. This may lead to mislabelling in face annotation. Consequently, an efficient method is still essential to enhance the reliability of face annotation. Hence, in this work, a novel method named the Similarity Matrix-based Noise Label Refinement (SMNLR) is proposed, which effectively predicts the accurate label from the noisy labelled facial images. To enhance the performance of the proposed method, the deep learning technique named Convolutional Neural Networks (CNN) is used for feature representation. Several experiments are conducted to evaluate the effectiveness of the proposed face annotation method using the LFW, IMFDB and Yahoo datasets. The experimental results clearly illustrate the robustness of the proposed SMNLR method in dealing with noisy labelled faces.
Ficheros en el ítem
Este ítem aparece en la(s) siguiente(s) colección(es)
Estadísticas de uso
Año |
2012 |
2013 |
2014 |
2015 |
2016 |
2017 |
2018 |
2019 |
2020 |
2021 |
2022 |
2023 |
2024 |
Vistas |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
44 |
58 |
12 |
Descargas |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
53 |
39 |
12 |
Ítems relacionados
Mostrando ítems relacionados por Título, autor o materia.
-
Libertarias: el discurso hedonista de Vicente Aranda
Berenguer Ubeda, Jorge; Rajas, Mario; Miranda, Francisco Javier (Área Abierta, 05/2019)Este artículo aborda la poética de Vicente Aranda en su filme Libertarias (1996). Desde la perspectiva metodológica del análisis textual fílmico, se estudia el discurso narrativo y la construcción formal de la obra. Las ... -
A Word Embedding Based Approach for Focused Web Crawling Using the Recurrent Neural Network
Dhanith, P. R. Joe; Surendiran, B.; Raja, S. P. (International Journal of Interactive Multimedia and Artificial Intelligence (IJIMAI), 06/2021)Learning-based focused crawlers download relevant uniform resource locators (URLs) from the web for a specific topic. Several studies have used the term frequency-inverse document frequency (TF-IDF) weighted cosine vector ... -
Drug Target Interaction Prediction Using Machine Learning Techniques – A Review
Suruliandi, A.; Idhaya, T.; Raja, S. P. (International Journal of Interactive Multimedia and Artificial Intelligence (IJIMAI), 11/2022)Drug discovery is a key process, given the rising and ubiquitous demand for medication to stay in good shape right through the course of one’s life. Drugs are small molecules that inhibit or activate the function of a ...