Visual detection of knives in security applications using Active Appearance Models

被引：24
|
作者：
Glowacz, Andrzej [1 ]
Kmiec, Marcin [1 ]
Dziech, Andrzej [1 ]
机构：
[1] AGH Univ Sci & Technol, PL-30059 Krakow, Poland
来源：
MULTIMEDIA TOOLS AND APPLICATIONS | 2015年 / 74卷 / 12期
关键词：
Active Appearance Models; Knife-detection; Computerised video surveillance; Harris interest-point detector;
D O I：
10.1007/s11042-013-1537-2
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
In this paper, a novel application of Active Appearance Models to detecting knives in images is presented. In contrast to its popular applications in face segmentation and medical image analysis, we not only use this computer vision algorithm to locate an object that is known to exist in an analysed image, but-using an interest point typical of knives-also try to identify whether or not a knife exists in the image in question. We propose an entire detection scheme and examine its performance on a sample test set. The work presented in this paper aims to create a robust visual knife-detector to be used in security applications.
引用
收藏
页码：4253 / 4267
页数：15
相关论文
共 50 条
  • [1] Visual detection of knives in security applications using Active Appearance Models
    Andrzej Glowacz
    Marcin Kmieć
    Andrzej Dziech
    Multimedia Tools and Applications, 2015, 74 : 4253 - 4267
  • [2] Visual tracking using active appearance models
    Birkbeck, N
    Jagersand, M
    1ST CANADIAN CONFERENCE ON COMPUTER AND ROBOT VISION, PROCEEDINGS, 2004, : 2 - 9
  • [3] ON VISUAL OBJECT TRACKING USING ACTIVE APPEARANCE MODELS
    Hoffmann, M. R.
    Herbst, B. M.
    Hunter, K. M.
    SAIEE AFRICA RESEARCH JOURNAL, 2007, 98 (02): : 52 - 58
  • [4] Expressive Visual Text-To-Speech Using Active Appearance Models
    Anderson, Robert
    Stenger, Bjoern
    Wan, Vincent
    Cipolla, Roberto
    2013 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2013, : 3382 - 3389
  • [5] Active Appearance Models for Photorealistic Visual Speech Synthesis
    Mattheyses, Wesley
    Latacz, Lukas
    Verhelst, Werner
    11TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION 2010 (INTERSPEECH 2010), VOLS 1-2, 2010, : 1113 - 1116
  • [6] IMPROVING THE DETECTION OF OSTEOPOROSIS FROM DENTAL RADIOGRAPHS USING ACTIVE APPEARANCE MODELS
    Roberts, M. G.
    Graham, J.
    Devlin, H.
    2010 7TH IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING: FROM NANO TO MACRO, 2010, : 440 - 443
  • [7] Traffic Panels Detection Using Visual Appearance
    Gonzalez, A.
    Bergasa, L. M.
    Javier Yebes, J.
    Almazan, J.
    2013 IEEE INTELLIGENT VEHICLES SYMPOSIUM (IV), 2013, : 1221 - 1226
  • [8] An approach for the automatic cephalometric landmark detection using mathematical morphology and active appearance models
    Rueda, Sylvia
    Alcaniz, Mariano
    MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION - MICCAI 2006, PT 1, 2006, 4190 : 159 - 166
  • [9] Active appearance models
    Cootes, TF
    Edwards, GJ
    Taylor, CJ
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2001, 23 (06) : 681 - 685
  • [10] Automated Defect Detection in Consumer-Grade Knives Using Active Planning
    Kumar, Keshav
    PROCEEDINGS OF SECOND INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTER ENGINEERING AND COMMUNICATION SYSTEMS, ICACECS 2021, 2022, : 575 - 585
12345