Visual Search: finding similar images

Visual Search task focuses on finding visually similar images given a query image and returning the results in a ranked order where the most similar images ranked first. The main contributions of this thesis are implementing an end-toend system to perform the visual search that can be used in furthe...

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Detalles Bibliográficos
Autor: Camli, Gorkem
Tipo de recurso: tesis de maestría
Fecha de publicación:2020
País:España
Institución:Universitat Politècnica de Catalunya (UPC)
Repositorio:UPCommons. Portal del coneixement obert de la UPC
Idioma:inglés
OAI Identifier:oai:upcommons.upc.edu:2117/185623
Acceso en línea:https://hdl.handle.net/2117/185623
Access Level:acceso abierto
Palabra clave:Image processing
Web search engines
visual search
image retrieval
feature extraction
dimensionality reduction
Imatges -- Processament
Cercadors d'Internet
Àrees temàtiques de la UPC::Informàtica
Descripción
Sumario:Visual Search task focuses on finding visually similar images given a query image and returning the results in a ranked order where the most similar images ranked first. The main contributions of this thesis are implementing an end-toend system to perform the visual search that can be used in further research or applications, and conducting experiments on different types of feature extraction and dimensionality reduction methods to understand which ones are more likely to give better search relevance and quality results.