| dc.contributor |
Dimiccoli, Mariella |
|
| dc.creator |
Lönn, Stefan |
|
| dc.date |
2018-02-01T09:48:18Z |
|
| dc.date |
2018-02-01T09:48:18Z |
|
| dc.date |
2017-06-22 |
|
| dc.date.accessioned |
2024-12-16T10:26:06Z |
|
| dc.date.available |
2024-12-16T10:26:06Z |
|
| dc.identifier |
http://hdl.handle.net/2445/119479 |
|
| dc.identifier.uri |
http://fima-docencia.ub.edu:8080/xmlui/handle/123456789/20544 |
|
| dc.description |
Treballs Finals de Grau d'Enginyeria Informàtica, Facultat de Matemàtiques, Universitat de Barcelona, Any: 2017, Director: Mariella Dimiccoli |
|
| dc.description |
We live in a society were a large portion of the population has, or has used a smartphone or/and a digital camera. In addition, hard drives and cloud storage are getting cheaper and cheaper, leading to a tremendous growth in stored personal photos.
Organizing manually such large collections of photographs would be unfeasible. To solve the need of organizing such a large collection of personal photos automatically, we propose a system that first estimates the user profile, and then classifies the photos in categories related to the estimated profile. To estimate the user profile, we adapt a topic discovery method used in document analysis, called Probabilistic Latent Semantic Analysis (pLSA). Based on the estimated profile, we provide a personalized photo classification, using a set of pretrained Convolutional Neuronal Network (CNN). In this manner, we achieve an efficient, scalable, flexible and more tailored organization of the user’s photos. |
|
| dc.format |
44 p. |
|
| dc.format |
application/pdf |
|
| dc.language |
eng |
|
| dc.rights |
memòria: cc-by-nc-sa (c) Stefan Lönn, 2017 |
|
| dc.rights |
codi: GPL (c) Stefan Lönn, 2017 |
|
| dc.rights |
http://creativecommons.org/licenses/by-sa/3.0/es |
|
| dc.rights |
http://www.gnu.org/licenses/gpl-3.0.ca.html |
|
| dc.rights |
info:eu-repo/semantics/openAccess |
|
| dc.source |
Treballs Finals de Grau (TFG) - Enginyeria Informàtica |
|
| dc.subject |
Fotografia digital |
|
| dc.subject |
Anàlisi documental |
|
| dc.subject |
Programari |
|
| dc.subject |
Treballs de fi de grau |
|
| dc.subject |
Classificació |
|
| dc.subject |
Xarxes neuronals (Informàtica) |
|
| dc.subject |
Reconeixement de formes (Informàtica) |
|
| dc.subject |
Digital photography |
|
| dc.subject |
Subject cataloging |
|
| dc.subject |
Computer software |
|
| dc.subject |
Bachelor's theses |
|
| dc.subject |
Classification |
|
| dc.subject |
Neural networks (Computer science) |
|
| dc.subject |
Pattern recognition systems |
|
| dc.title |
Personal photo organization |
|
| dc.type |
info:eu-repo/semantics/bachelorThesis |
|