User Preference Prediction in Visual Data on Mobile Devices
In this paper we consider the user modeling given the photos and videos from the gallery on a mobile device. We propose the novel user preference prediction engine based on scene understanding, object detection and face recognition. At first, all faces in a gallery are clustered and all private photos and videos with faces from large clusters are processed on the embedded system in offline mode. Other photos are sent to the remote server to be analyzed by very deep models. The visual features of each photo are aggregated into a single user descriptor using the neural attention block. The proposed pipeline is implemented for the Android mobile platform. Experimental results with a subset of Amazon Home and Kitchen, Places2 and Open Images datasets demonstrate the possibility to process images very efficiently without accuracy degradation.
NurtureToken New!

Token crowdsale for this paper ends in

Buy Nurture Tokens

Authors

Are you an author of this paper? Check the Twitter handle we have for you is correct.

A. V. Savchenko (edit)
K. V. Demochkin (add twitter)
I. S. Grechikhin (add twitter)
Ask The Authors

Ask the authors of this paper a question or leave a comment.

Read it. Rate it.
#1. Which part of the paper did you read?

#2. The paper contains new data or analyses that is openly accessible?
#3. The conclusion is supported by the data and analyses?
#4. The conclusion is of scientific interest?
#5. The result is likely to lead to future research?

Github
User:
None (add)
Repo:
None (add)
Stargazers:
0
Forks:
0
Open Issues:
0
Network:
0
Subscribers:
0
Language:
None
Youtube
Link:
None (add)
Views:
0
Likes:
0
Dislikes:
0
Favorites:
0
Comments:
0
Other
Sample Sizes (N=):
Inserted:
Words Total:
Words Unique:
Source:
Abstract:
None
07/10/19 06:05PM
4,129
1,669
Tweets
arxiv_cscv: User Preference Prediction in Visual Data on Mobile Devices https://t.co/TMIzb0CV83
arxiv_org: User Preference Prediction in Visual Data on Mobile Devices. https://t.co/uV0Qh7lacA https://t.co/RUOUGZaEM1
arxiv_cscv: User Preference Prediction in Visual Data on Mobile Devices https://t.co/TMIzb0UwwD
arxivml: "User Preference Prediction in Visual Data on Mobile Devices", A.V. Savchenko, K.V. Demochkin, I.S. Grechikhin https://t.co/8iMJpG8ogz
Memoirs: User Preference Prediction in Visual Data on Mobile Devices. https://t.co/8752Nm7UxP
arxiv_cs_LG: User Preference Prediction in Visual Data on Mobile Devices. A. V. Savchenko, K. V. Demochkin, and I. S. Grechikhin https://t.co/jrTODWWB4o
BrundageBot: User Preference Prediction in Visual Data on Mobile Devices. A. V. Savchenko, K. V. Demochkin, and I. S. Grechikhin https://t.co/PI8xZVKMNG
arxiv_cscv: User Preference Prediction in Visual Data on Mobile Devices https://t.co/TMIzb0UwwD
Images
Related