Improved Skin Detection based on Dynamic Threshold using Multi-Colour Space

被引:0
|
作者
Osman, Mohd. Zamri [1 ]
Maarof, Mohd Aizaini [1 ]
Rohani, Mohd Foad [1 ]
机构
[1] Univ Teknol Malaysia, Fac Comp, IASRG, Skudai 81310, Johor, Malaysia
关键词
multi-colour space; dynamic skin classification; skin detection; skin colour model;
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
Skin colour detection is widely used in applications such as adult image filtering, steganography, content-based image retrieval (CBIR), face tracking, face recognition, and facial surgery. Recently, researchers are more interested in developing high level skin detection strategy for still images based on online sample learning approach which requires no offline training dataset. Previous dynamic skin color detection works has shown high true positive result than the static skin detection in term of skin-like colour and ethnicity factors. However, dynamic skin colour detection also produced high false positives result which lowers the accuracy of skin detection. This is due to the current approach of elliptical mask model that is not flexible for face rotation and is based on single colour space. Therefore, we propose dynamic skin colour detection based on multi-colour space. The result shows the effectiveness of the proposed method by reducing the false positive rate from 19.6069% to 6.9887% and increased the precision rate from 81.27% to 91.49%.
引用
收藏
页码:29 / 34
页数:6
相关论文
共 50 条
  • [41] Analysis of chromosomal abnormalities in human spermatozoa using multi-colour fluorescence in-situ hybridization
    Ushijima, C
    Kumasako, Y
    Kihaile, PE
    Hirotsuru, K
    Utsunomiya, T
    HUMAN REPRODUCTION, 2000, 15 (05) : 1107 - 1111
  • [42] Dynamic assembly of the Hsp90 chaperone machinery investigated by multi-colour single-molecule FRET
    Schimpf, Julia
    Vollmar, Leonie
    Hugel, Thorsten
    EUROPEAN BIOPHYSICS JOURNAL WITH BIOPHYSICS LETTERS, 2023, 52 (SUPPL 1): : S104 - S104
  • [43] Towards multi-colour strategies for the detection of oligonucleotide hybridization using quantum dots as energy donors in fluorescence resonance energy transfer (FRET)
    Algar, W. Russ
    Krull, Ulrich J.
    ANALYTICA CHIMICA ACTA, 2007, 581 (02) : 193 - 201
  • [44] JOINT DISTRIBUTIONS OF CIRCULAR RUNS OF VARIOUS LENGTHS BASED ON MULTI-COLOUR POLYA URN MODEL
    Bhattacharya, Sonali
    STUDIA SCIENTIARUM MATHEMATICARUM HUNGARICA, 2012, 49 (03) : 283 - 300
  • [45] Identification of platelet subpopulations in cryopreserved platelet components using multi-colour imaging flow cytometry
    Lacey Johnson
    Pearl Lei
    Lauren Waters
    Matthew P. Padula
    Denese C. Marks
    Scientific Reports, 13
  • [46] Improved skin lesions detection using color space and artificial intelligence techniques
    Sengupta, Sudhriti
    Mittal, Neetu
    Modi, Megha
    JOURNAL OF DERMATOLOGICAL TREATMENT, 2020, 31 (05) : 511 - 518
  • [47] Multi-phase initial ranging process for OFDMA systems: improved dynamic threshold-based multi-user detection approach
    Naveen, Kolihalli Narasaiah
    Ramesha, Kenchappa
    IET COMMUNICATIONS, 2020, 14 (13) : 2130 - 2140
  • [48] Dynamic Threshold Based Keyframe Detection
    Yao, W.
    Rahardja, S.
    ICIEA 2010: PROCEEDINGS OF THE 5TH IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, VOL 4, 2010, : 401 - 405
  • [49] Chromatic colour spaces for skin detection using GMMs
    Butler, D
    Sridharan, S
    Chandran, V
    2002 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS I-IV, PROCEEDINGS, 2002, : 3620 - 3623
  • [50] Skin Colour Detection Using the Statistical Decision Theory
    Fang, Gu
    Kwok, Ngai Ming
    Dissanayake, Gamini
    MANUFACTURING PROCESS AND EQUIPMENT, PTS 1-4, 2013, 694-697 : 1891 - +