Please use this identifier to cite or link to this item:
http://hdl.handle.net/10609/147296
Title: | Biometría facial con Deep Learning. Reconocimiento facial con redes neuronales convolucionales |
Author: | Muñoz Plá, Manuel |
Tutor: | Hernández Jiménez, Enric |
Others: | Isern-Deya, Andreu Pere ![]() |
Abstract: | Facial biometrics is a technology capable of collecting biometric data from a face. Although both biometrics and neural networks have their theoretical roots in the mid-20th century, their widespread implementation and use have only been possible in recent years. The remarkable increase in computational power and the wealth of data now available have facilitated the widespread use of neural networks. Facial biometrics needs to measure physiological characteristics to differentiate a face from the rest of the image. This involves the collection of a large number of features (data). Analyzing large amounts of data, which in the case of images are unstructured data, is not an easy task. In the last decade, Deep Learning (DL) has turned image analysis on its head, where the performance of Convolutional Neural Networks (ConvNet) has surpassed all previous techniques, achieving great success in the detection and differentiation of objects in an image. For all these reasons, ConvNets have taken the lead in the image data processing. Once a face has been found, through facial biometrics, in addition to detecting and/or recognizing human face/s in an image or video, a lot of associated information can be processed: identification, emotions, video tracking, facial reconstructions, and many others. This paper focuses on Facial Recognition because it brings together most of the processes and data processing needed in facial biometrics. A review of the 'State of the Art in Facial Recognition' and a proof of concept: 'Facial Detection and Recognition through a webcam' is performed. |
Keywords: | deep learning facial recognition biometrics convolutional neural network ConvNet |
Document type: | info:eu-repo/semantics/masterThesis |
Issue Date: | Jan-2023 |
Publication license: | http://creativecommons.org/licenses/by-nc-sa/3.0/es/ ![]() |
Appears in Collections: | Trabajos finales de carrera, trabajos de investigación, etc. |
Files in This Item:
File | Description | Size | Format | |
---|---|---|---|---|
mmunozplTFM0123.mp4 | Video Presentacion -Trabajo Fin de Máster. Biometría Facial con Deep Learning | 875,64 MB | MP4 | View/Open |
mmunozplTFM0123memoria.pdf | Memoria del TFM | 8,72 MB | Adobe PDF | ![]() View/Open |
Share:


This item is licensed under aCreative Commons License