Multi-camera set-up for generating deep learning training data: study of hardware limitations and integration with the user intrface

Pascual Casas, Rubén2021-07-302021https://academica-e.unavarra.es/handle/2454/40287This project is part of the Emotional Films project from the Public University of Navarra. More specifically it encompasses the image/video collection phase for the training of deep learning models. The project will focus on a study of the hardware limitations in the generation of the database and more specifically on the design of part of the application and integration of the cameras with it. For this, the following topics will be discussed: Market study with the different webcam options to use in the project. Study of properties and configuration of webcams in Python. Analysis of USB bandwidth consumption by webcams. Carrying out synchronization tests for taking pictures and videos. Study of the time it takes to take pictures and save images with several cameras. Study of storage options and possible size of the database. Finally, the integration of multi-camera capture with the data capture application.application/pdfengDeep learningMachine learningEmotion detectionConvolutional neural networksImage captureMulti-camera setupMulti-camera set-up for generating deep learning training data: study of hardware limitations and integration with the user intrfaceinfo:eu-repo/semantics/bachelorThesis2021-07-15info:eu-repo/semantics/embargoedAccess