An augmented reality application for improving shopping experience in large retail stores

作者: Edmanuel Cruz , Sergio Orts-Escolano , Francisco Gomez-Donoso , Carlos Rizo , Jose Carlos Rangel

DOI: 10.1007/S10055-018-0338-3

关键词: Augmented realityPersonalizationVisualizationUploadVisual appearanceHuman–computer interactionComputer scienceMobile deviceUser experience designAnalytics

摘要: In several large retail stores, such as malls, sport or food the customer often feels lost due to difficulty in finding a product. Although these stores usually have visual signs guide customers toward specific products, sometimes are also hard find and not updated. this paper, we propose system that jointly combines deep learning augmented reality techniques provide with useful information. First, proposed learns appearance of different areas store using architecture. Then, can use their mobile devices take picture area where they located within store. Uploading image trained for classification, able identify is located. information novel techniques, about located: route another product available, 3D visualization, user location, analytics, etc. The developed successfully locate an example 98% accuracy. combination systems together shows promising results improving experience retail/commerce applications: branding, advance personalization, enhanced experience,

参考文章(33)
Jesus Martínez-Gómez, Ismael García-Varea, Miguel Cazorla, Vicente Morell, ViDRILO: The Visual and Depth Robot Indoor Localization with Objects information dataset The International Journal of Robotics Research. ,vol. 34, pp. 1681- 1687 ,(2015) , 10.1177/0278364915596058
Diederik P. Kingma, Jimmy Ba, Adam: A Method for Stochastic Optimization arXiv: Learning. ,(2014)
Aparna Lakshmi Ratan, Oded Maron, Multiple-Instance Learning for Natural Scene Classification international conference on machine learning. pp. 341- 349 ,(1998)
G. Csurka, Visual categorization with bags of keypoints european conference on computer vision. ,vol. 1, pp. 22- ,(2004)
Junho Ahn, James Williamson, Mike Gartrell, Richard Han, Qin Lv, Shivakant Mishra, Supporting Healthy Grocery Shopping via Mobile Augmented Reality acm multimedia. ,vol. 12, pp. 16- ,(2015) , 10.1145/2808207
Olivier Pauly, Benoit Diotte, Pascal Fallavollita, Simon Weidert, Ekkehard Euler, Nassir Navab, Machine learning-based augmented reality for improved surgical scene understanding Computerized Medical Imaging and Graphics. ,vol. 41, pp. 55- 60 ,(2015) , 10.1016/J.COMPMEDIMAG.2014.06.007
Jari Veijalainen, Mobile Ontologies: Concept, Development, Usage, and Business Potential International Journal on Semantic Web and Information Systems. ,vol. 4, pp. 20- 34 ,(2008) , 10.4018/JSWIS.2008010102
Wolfgang Narzt, Gustav Pomberger, Alois Ferscha, Dieter Kolb, Reiner Müller, Jan Wieghardt, Horst Hörtner, Christopher Lindinger, Augmented reality navigation systems Universal Access in The Information Society. ,vol. 4, pp. 177- 187 ,(2006) , 10.1007/S10209-005-0017-5
Yann LeCun, Koray Kavukcuoglu, Clement Farabet, Convolutional networks and applications in vision international symposium on circuits and systems. pp. 253- 256 ,(2010) , 10.1109/ISCAS.2010.5537907