Web Image Mining Towards Universal Age Estimator
Thread Rating:
  • 0 Vote(s) - 0 Average
  • 1
  • 2
  • 3
  • 4
  • 5
project report helper
Active In SP

Posts: 2,270
Joined: Sep 2010
20-10-2010, 05:05 PM

Web Image Mining Towards Universal Age Estimator

Bingbing Ni , Zheng Song , Shuicheng Yan
National University of
4 Engineering Drive 3
Singapore 117576

In this paper, we present an automatic web image mining system
towards building a universal human age estimator based on facial
information, which is applicable to all ethnic groups and various
image qualities. First, a large (∼391k) yet noisy human aging image
dataset is crawled from the photo sharing website Flickr and
Google image search engine based on a set of human age related
text queries. Then, within each image, several human face detectors
of different implementations are used for robust face detection, and
all the detected faces with multiple responses are considered as the
multiple instances of a bag (image). An outlier removal step with
Principal Component Analysis further refines the image set to about
220k faces, and then a robust multi-instance regressor learning algorithm
is proposed to learn the kernel-regression based human
age estimator under the scenarios with possibly noisy bags. The
proposed system has the following characteristics: 1) no manual
human age labeling process is required, and the age information is
automatically obtained from the age related queries, 2) the derived
human age estimator is universal owing to the diversity and richness
of Internet images and thus has good generalization capability,
and 3) the age estimator learning process is robust to the noises
existing in both Internet images and corresponding age labels. This
automatically derived human age estimator is extensively evaluated
on three popular benchmark human aging databases, and without
taking any images from these benchmark databases as training samples,
comparable age estimation accuracies with the state-of-the-art
results are achieved

for more ::-->\


Important Note..!

If you are not satisfied with above reply ,..Please


So that we will collect data for you and will made reply to the request....OR try below "QUICK REPLY" box to add a reply to this page

Quick Reply
Type your reply to this message here.

Image Verification
Please enter the text contained within the image into the text box below it. This process is used to prevent automated spam bots.
Image Verification
(case insensitive)

Possibly Related Threads...
Thread Author Replies Views Last Post
  UNIVERSAL SHIFT REGISTERS study tips 2 456 31-08-2016, 03:21 PM
Last Post: Dhanabhagya
  web spoofing full report computer science technology 13 9,016 20-05-2016, 11:59 AM
Last Post: Dhanabhagya
  web image re-ranking using query-specific semantic signatures ppt jaseelati 0 263 02-03-2015, 01:23 PM
Last Post: jaseelati
  web operating system seminar jaseelati 0 322 17-02-2015, 02:20 PM
Last Post: jaseelati
  secure atm by image processing jaseelati 0 286 10-02-2015, 01:33 PM
Last Post: jaseelati
  secure atm by image processing abstract jaseelati 0 351 23-01-2015, 03:08 PM
Last Post: jaseelati
  web enabled automated manufacturing system jaseelati 0 226 13-01-2015, 02:34 PM
Last Post: jaseelati
  web based claim processing system pdf jaseelati 0 379 10-01-2015, 02:34 PM
Last Post: jaseelati
  embedded web technology ppt jaseelati 0 514 16-12-2014, 04:34 PM
Last Post: jaseelati
  Image Morphing Matlab code NISHA. 0 448 22-10-2014, 04:16 PM
Last Post: NISHA.