Fast and robust face detection in video

被引:0
|
作者
Deng, YF [1 ]
Su, GD [1 ]
Zhou, J [1 ]
Fu, B [1 ]
机构
[1] Tsinghua Univ, Dept Elect Engn, Beijing 100084, Peoples R China
关键词
face detection; cascade-structured classifier; motion image;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, a fast and robust face detection method in video is introduced. To speed up, we integrate motion energy into cascade-structured classifier to reject most of the candidate windows. Motion energy representing moving extent of candidate regions can be computed efficiently with integral motion image and thus accelerates the evaluating procedure greatly. By dividing state of system into three and processing input images according to current state with different modes, we treat with special situations such as still face existence, continuously failing to detect faces and input without evident changes to get a robust system suitable for real application. Without depending on any supposed motion model, the system is out of limitation of moving patterns including speed and direction. The approach is implemented to detect faces in real situation and the speed is about 6-22 ms with a detection ratio of 99%.
引用
收藏
页码:4577 / 4582
页数:6
相关论文
共 50 条
  • [21] Robust Face Identification In Video
    Essannouni, L.
    Ibn Elhaj, E.
    Aboutajdine, D.
    INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2006, 6 (3B): : 199 - 204
  • [22] Robust Detection and Tracking of Salient Face Features in Color Video Frames
    Vranceanu, Ruxandra
    Condorovici, Razvan
    Patrascu, Carmen
    Coleca, Foti
    Florea, Laura
    2011 10TH INTERNATIONAL SYMPOSIUM ON SIGNALS, CIRCUITS AND SYSTEMS (ISSCS), 2011,
  • [23] Fast and Robust Face Detection on a Parallel Optimized Architecture Implemented on FPGA
    Farrugia, Nicolas
    Mamalet, Franck
    Roux, Sebastein
    Yang, Fan
    Paindavoine, Michel
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2009, 19 (04) : 597 - 602
  • [24] An Illumination Invariant Robust and Fast Face Detection, Feature Extraction based Face Recognition System
    Goel, Priyanka
    Agarwal, Suneeta
    2012 THIRD INTERNATIONAL CONFERENCE ON COMPUTER AND COMMUNICATION TECHNOLOGY (ICCCT), 2012, : 110 - 115
  • [25] Video Flame Detection Method Based on Improved Fast Robust Feature
    Zhang Lingkai
    Lu Li
    2020 4TH INTERNATIONAL CONFERENCE ON MACHINE VISION AND INFORMATION TECHNOLOGY (CMVIT 2020), 2020, 1518
  • [26] FAST AND ROBUST DETECTION OF NEAR-DUPLICATES IN WEB VIDEO DATABASE
    Xu, Hui
    Liu, Lu
    Sun, Li-Feng
    Yang, Shi-Qiang
    2008 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO, VOLS 1-4, 2008, : 293 - 296
  • [27] Robust face detection at video frame rate based on edge orientation features
    Fröba, B
    Küblbeck, C
    FIFTH IEEE INTERNATIONAL CONFERENCE ON AUTOMATIC FACE AND GESTURE RECOGNITION, PROCEEDINGS, 2002, : 342 - 347
  • [28] A robust and fast face modeling system
    Liu, ZC
    Zhang, ZY
    Adler, D
    Hanson, E
    Cohen, M
    ADVANCES IN MUTLIMEDIA INFORMATION PROCESSING - PCM 2001, PROCEEDINGS, 2001, 2195 : 269 - 276
  • [29] FAST AND ROBUST VIDEO COPY DETECTION SCHEME USING FULL DCT COEFFICIENTS
    Xu, Zhihua
    Ling, Hefei
    Zou, Fuhao
    Lu, Zhengding
    Li, Ping
    Wang, Tianjiang
    ICME: 2009 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO, VOLS 1-3, 2009, : 434 - 437
  • [30] Face Detection in Video Sequences
    Malach, Tobias
    Bambuch, Petr
    Malach, Jindrich
    PROCEEDINGS OF THE 22ND INTERNATIONAL CONFERENCE - RADIOELEKTRONIKA 2012, 2012, : 289 - 292