Real-time demographic profiling from face imagery with Fisher vectors

被引:0
|
作者
Lorenzo Seidenari
Alessandro Rozza
Alberto Del Bimbo
机构
[1] Lastminute.com group,
来源
关键词
Demographic face profiling; Age estimation; Gender classification; Ethnicity classification;
D O I
暂无
中图分类号
学科分类号
摘要
In the last decade, demographic profiling from facial imagery has grown in its importance in the computer vision field. For demographic profiling, we usually mean gender, ethnicity, and age identification from face images. In this paper, we propose an efficient and effective profiling framework and we assess the quality of the proposed approach comparing the results obtained by our system with those achieved by other recently published methods on large datasets of facial images with different age, gender, and ethnicity. These results show how a carefully engineered pipeline of efficient image analysis and pattern recognition techniques leads to state-of-the-art results at 20 FPS using a single thread on a 1.6 GHZ i5-2467M processor.
引用
收藏
页码:359 / 374
页数:15
相关论文
共 50 条
  • [31] DIGITAL RECONNAISSANCE IMAGERY PROCESSING SYSTEM FOR REAL-TIME AND NEAR-REAL-TIME IMAGERY EXPLOITATION
    TAYLOR, WE
    PROCEEDINGS OF THE SOCIETY OF PHOTO-OPTICAL INSTRUMENTATION ENGINEERS, 1981, 301 : 98 - 104
  • [32] DIGITAL RECONNAISSANCE IMAGERY PROCESSING SYSTEM FOR REAL-TIME AND NEAR-REAL-TIME IMAGERY EXPLOITATION
    TAYLOR, WE
    PROCEEDINGS OF THE SOCIETY OF PHOTO-OPTICAL INSTRUMENTATION ENGINEERS, 1981, 309 : 38 - 44
  • [33] A METHOD FOR REAL-TIME NAVIGATION OF AVHRR IMAGERY
    BRUSH, RJH
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1985, 23 (06): : 876 - 887
  • [34] REAL-TIME MOTION DESMEARING OF AIRBORNE IMAGERY
    MCCORMICK, WS
    IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1972, AES8 (05) : 624 - +
  • [35] Real-time imagery compression method research
    Li, MT
    Guo, JB
    Zhao, JP
    Liu, YZ
    EARTH OBSERVING SYSTEMS VIII, 2003, 5151 : 531 - 539
  • [36] Real-time ordnance recognition in color imagery
    Olson, CF
    15TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 4, PROCEEDINGS: APPLICATIONS, ROBOTICS SYSTEMS AND ARCHITECTURES, 2000, : 685 - 688
  • [37] Real-time people counting from depth imagery of crowded environments
    Bondi, Enrico
    Seidenari, Lorenzo
    Bagdanov, Andrew D.
    Del Bimbo, Alberto
    2014 11TH IEEE INTERNATIONAL CONFERENCE ON ADVANCED VIDEO AND SIGNAL BASED SURVEILLANCE (AVSS), 2014, : 337 - 342
  • [38] Fisher pruning for developing real-time UAV trackers
    Zhong, Pengzhi
    Wu, Wanying
    Dai, Xiaowei
    Zhao, Qijun
    Li, Shuiwang
    JOURNAL OF REAL-TIME IMAGE PROCESSING, 2023, 20 (05)
  • [39] Fisher pruning for developing real-time UAV trackers
    Pengzhi Zhong
    Wanying Wu
    Xiaowei Dai
    Qijun Zhao
    Shuiwang Li
    Journal of Real-Time Image Processing, 2023, 20
  • [40] A Novel Face Segmentation Algorithm from a Video Sequence for Real-Time Face Recognition
    R. Srikantaswamy
    R. D. Sudhaker Samuel
    EURASIP Journal on Advances in Signal Processing, 2007