http://repository.iitr.ac.in/handle/123456789/15672
Title: | An automatic personalized photo recommender system based on learning user preferences |
Authors: | Arya S. Sen D. Raman, Balasubramanian |
Published in: | Proceedings of 2016 IEEE Annual India Conference, INDICON 2016 |
Abstract: | This paper presents an automatic personalized photo recommender system which recommends photos from a large collection. Our proposed system recommends photos based on user-preferences about aesthetics and basic quality features of the photo. A large dataset is put together, which is used to collect user-preferences. A random forest based learning system has been employed to learn the user preferences about different image quality features including aesthetic features. The system is validated using a part of the collected user preferences as ground truth and it has been compared to the baseline of random selection of photographs. Our automatic system significantly outperforms random selection, which shows the usefulness of our proposal especially when the collection of photos is manually unmanageable. © 2016 IEEE. |
Citation: | Proceedings of 2016 IEEE Annual India Conference, INDICON 2016, (2017) |
URI: | https://doi.org/10.1109/INDICON.2016.7839076 http://repository.iitr.ac.in/handle/123456789/15672 |
Issue Date: | 2017 |
Publisher: | Institute of Electrical and Electronics Engineers Inc. |
Keywords: | Aesthetics Image features Random forest User-preference learning |
ISBN: | 9.78151E+12 |
Author Scopus IDs: | 57193604277 16032436800 23135470700 |
Author Affiliations: | Arya, S., Department of Computer Science and Engineering, Indian Institute of Technology, Roorkee, India Sen, D., Department of Electronics and Electrical Communication Engineering, Indian Institute of Technology, Kharagpur, India Raman, B., Department of Computer Science and Engineering, Indian Institute of Technology, Roorkee, India |
Appears in Collections: | Conference Publications [CS] |
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