메뉴 건너뛰기




Volumn 40, Issue 3, 2014, Pages 536-545

An SVM-AdaBoost facial expression recognition system

Author keywords

AdaBoost; Bessel transforms; DCT; Gabor feature; MRC; SVM

Indexed keywords

DISCRETE COSINE TRANSFORMS; FACE RECOGNITION; GESTURE RECOGNITION;

EID: 84897023829     PISSN: 0924669X     EISSN: None     Source Type: Journal    
DOI: 10.1007/s10489-013-0478-9     Document Type: Article
Times cited : (49)

References (46)
  • 4
    • 0001462291 scopus 로고
    • From appraisal to emotion: Differences among umpleasant feelings
    • 10.1007/BF00993115
    • Ellsworth PC, Smith CA (1988) From appraisal to emotion: differences among umpleasant feelings. Motiv Emot 12:271-302
    • (1988) Motiv Emot , vol.12 , pp. 271-302
    • Ellsworth, P.C.1    Smith, C.A.2
  • 5
    • 0028734284 scopus 로고
    • What the human face tells the human mind: Some challenges for the robot-human interface
    • 10.1163/156855394X00149 1209464
    • Bruce V (1993) What the human face tells the human mind: some challenges for the robot-human interface. Adv Robot 8(4):341-355
    • (1993) Adv Robot , vol.8 , Issue.4 , pp. 341-355
    • Bruce, V.1
  • 10
    • 33744968466 scopus 로고    scopus 로고
    • Face recognition from a single image per person: A survey
    • DOI 10.1016/j.patcog.2006.03.013, PII S0031320306001270
    • Tan X, Chen S, Zhou ZH, Zhang F (2006) Face recognition from a single image per person: a survey. Pattern Recognit 39(9):1725-1745 (Pubitemid 43867575)
    • (2006) Pattern Recognition , vol.39 , Issue.9 , pp. 1725-1745
    • Tan, X.1    Chen, S.2    Zhou, Z.-H.3    Zhang, F.4
  • 11
    • 0026065565 scopus 로고
    • Eigenfaces for recognition
    • 10.1162/jocn.1991.3.1.71
    • Turk M, Pentland A (1991) Eigenfaces for recognition. J Cogn Neurosci 3(1):71-86
    • (1991) J Cogn Neurosci , vol.3 , Issue.1 , pp. 71-86
    • Turk, M.1    Pentland, A.2
  • 12
    • 84860266459 scopus 로고    scopus 로고
    • Enhancement of the face recognition using a modified Fourier-Gabor filter
    • Al Daoud JE (2009) Enhancement of the face recognition using a modified Fourier-Gabor filter. Int J Adv Soft Comput Appl 1(2)
    • (2009) Int J Adv Soft Comput Appl , vol.1 , Issue.2
    • Al Daoud, J.E.1
  • 13
    • 84855456490 scopus 로고    scopus 로고
    • Recognition of Arabic (Indian) bank check digits using log-Gabor filters
    • 10.1007/s10489-010-0235-2
    • Mahmoud SA, Al-Khatib WG (2011) Recognition of Arabic (Indian) bank check digits using log-Gabor filters. Appl Intell 35(3):445-456
    • (2011) Appl Intell , vol.35 , Issue.3 , pp. 445-456
    • Mahmoud, S.A.1    Al-Khatib, W.G.2
  • 15
    • 84983110889 scopus 로고
    • A decision-theoretic generalization of on-line learning and an application to boosting
    • 10.1007/3-540-59119-2-166
    • Freund Y, Schapire RE (1995) A decision-theoretic generalization of on-line learning and an application to boosting. In: Computational learning theory, Eurocolt'95, pp 23-37
    • (1995) Computational Learning Theory, Eurocolt'95 , pp. 23-37
    • Freund, Y.1    Schapire, R.E.2
  • 16
    • 84884290486 scopus 로고    scopus 로고
    • Boosting-SVM: Effective learning with reduced data dimension
    • Wang CW, You WH (2013) Boosting-SVM: effective learning with reduced data dimension. Appl Intell 1-10
    • (2013) Appl Intell , pp. 1-10
    • Wang, C.W.1    You, W.H.2
  • 17
    • 34247849152 scopus 로고    scopus 로고
    • Training a support vector machine in the primal
    • 10.1162/neco.2007.19.5.1155 1123.68101 2309267
    • Chapelle O (2007) Training a support vector machine in the primal. Neural Comput 19(5):1155-1178
    • (2007) Neural Comput , vol.19 , Issue.5 , pp. 1155-1178
    • Chapelle, O.1
  • 19
    • 84862586717 scopus 로고    scopus 로고
    • An enhanced support vector machine classification framework by using Euclidean distance function for text document categorization
    • 10.1007/s10489-011-0314-z
    • Lee LH, Wan CH, Rajkumar R, Isa D (2012) An enhanced support vector machine classification framework by using Euclidean distance function for text document categorization. Appl Intell 37(1):80-99
    • (2012) Appl Intell , vol.37 , Issue.1 , pp. 80-99
    • Lee, L.H.1    Wan, C.H.2    Rajkumar, R.3    Isa, D.4
  • 20
    • 2942522626 scopus 로고    scopus 로고
    • Facial expression recognition using constructive feedforward neural networks
    • 10.1109/TSMCB.2004.825930
    • Ma L, Khorasani K (2004) Facial expression recognition using constructive feedforward neural networks. IEEE Trans Syst Man Cybern, Part B, Cybern 34(3):1588-1595
    • (2004) IEEE Trans Syst Man Cybern, Part B, Cybern , vol.34 , Issue.3 , pp. 1588-1595
    • Ma, L.1    Khorasani, K.2
  • 21
    • 84888328793 scopus 로고    scopus 로고
    • Optical character recognition in real environments using neural networks and k-nearest neighbor
    • Matei O, Pop PC, Vǎlean H (2013) Optical character recognition in real environments using neural networks and k-nearest neighbor. Appl Intell 1-10
    • (2013) Appl Intell , pp. 1-10
    • Matei, O.P.1
  • 22
    • 0032187108 scopus 로고    scopus 로고
    • Class-selective rejection rule to minimize the maximum distance between selected classes
    • PII S0031320397001362
    • Horiuchi T (1998) Class-selective rejection rule to minimize the maximum distance between selected classes. Pattern Recognit 31(10):1579-1588 (Pubitemid 128384093)
    • (1998) Pattern Recognition , vol.31 , Issue.10 , pp. 1579-1588
    • Horiuchi, T.1
  • 23
    • 0036778811 scopus 로고    scopus 로고
    • Rejection based classifier for face detection
    • DOI 10.1016/S0167-8655(02)00106-X, PII S016786550200106X
    • Elad M, Hel-Or Y, Keshet R (2002) Rejection based classifier for face detection. Pattern Recognit Lett 23(12):1459-1471 (Pubitemid 34657813)
    • (2002) Pattern Recognition Letters , vol.23 , Issue.12 , pp. 1459-1471
    • Elad, M.1    Hel-Or, Y.2    Keshet, R.3
  • 25
    • 80054719138 scopus 로고    scopus 로고
    • Illumination normalization of facial images by reversing the process of image formation
    • 10.1007/s00138-010-0309-5
    • Al-Osaimi FR, Bennamoun M, Mian A (2011) Illumination normalization of facial images by reversing the process of image formation. Mach Vis Appl 22(6):899-911
    • (2011) Mach Vis Appl , vol.22 , Issue.6 , pp. 899-911
    • Al-Osaimi, F.R.1    Bennamoun, M.2    Mian, A.3
  • 26
    • 33645000428 scopus 로고    scopus 로고
    • Illumination compensation and normalization for robust face recognition using discrete cosine transform in logarithm domain
    • 10.1109/TSMCB.2005.857353
    • Chen W, Er MJ, Wu S (2006) Illumination compensation and normalization for robust face recognition using discrete cosine transform in logarithm domain. IEEE Trans Syst Man Cybern, Part B, Cybern 36(2):458-466
    • (2006) IEEE Trans Syst Man Cybern, Part B, Cybern , vol.36 , Issue.2 , pp. 458-466
    • Chen, W.1    Er, M.J.2    Wu, S.3
  • 28
    • 85070812098 scopus 로고    scopus 로고
    • Illumination normalization for robust face recognition against varying lighting conditions
    • Shan S, Gao W, Cao B, Zhao D (2003) Illumination normalization for robust face recognition against varying lighting conditions. In: Proc IEEE workshop on AMFG, pp 157-164
    • (2003) Proc IEEE Workshop on AMFG , pp. 157-164
    • Shan, S.1    Gao, W.2    Cao, B.3    Zhao, D.4
  • 29
    • 6444232891 scopus 로고    scopus 로고
    • Face recognition under varying illumination based on a 2D face shape model
    • 10.1016/j.patcog.2004.07.002
    • Xie X, Lam KM (2005) Face recognition under varying illumination based on a 2D face shape model. Pattern Recognit 38(2):221-230
    • (2005) Pattern Recognit , vol.38 , Issue.2 , pp. 221-230
    • Xie, X.1    Lam, K.M.2
  • 31
    • 0035443388 scopus 로고    scopus 로고
    • Least-squares image resizing using finite differences
    • DOI 10.1109/83.941860, PII S1057714901074656
    • Munoz A, Blu T, Unser M (2001) Least-squares image resizing using finite differences. IEEE Trans Image Process 10(9):1365-1378 (Pubitemid 32949960)
    • (2001) IEEE Transactions on Image Processing , vol.10 , Issue.9 , pp. 1365-1378
    • Munoz, A.1    Blu, T.2    Unser, M.3
  • 32
    • 35248825924 scopus 로고    scopus 로고
    • EEG signal analysis using FB expansion and second-order linear TVAR process
    • DOI 10.1016/j.sigpro.2007.07.022, PII S0165168407002708
    • Pachori RB, Sircar P (2008) EEG signal analysis using FB expansion and second-order linear TVAR process. Signal Process 88(2):415-420 (Pubitemid 47562112)
    • (2008) Signal Processing , vol.88 , Issue.2 , pp. 415-420
    • Pachori, R.B.1    Sircar, P.2
  • 33
    • 85114750109 scopus 로고    scopus 로고
    • Facial action unit detection using probabilistic actively learned support vector machines on tracked facial point data
    • Valstar MF, Patras I, Pantic M (2005) Facial action unit detection using probabilistic actively learned support vector machines on tracked facial point data. In: IEEE conference on computer vision and pattern recognition, pp 76-84
    • (2005) IEEE Conference on Computer Vision and Pattern Recognition , pp. 76-84
    • Valstar, M.F.1    Patras, I.2    Pantic, M.3
  • 34
    • 77955872453 scopus 로고    scopus 로고
    • A new classifier for facial expression recognition: Fuzzy buried Markov model
    • 10.1007/s11390-010-9353-x 2729723
    • Zhan YZ, Cheng KY, Chen YB, Wen CJ (2010) A new classifier for facial expression recognition: fuzzy buried Markov model. J Comput Sci Technol 25(3):641-650
    • (2010) J Comput Sci Technol , vol.25 , Issue.3 , pp. 641-650
    • Zhan, Y.Z.1    Cheng, K.Y.2    Chen, Y.B.3    Wen, C.J.4
  • 35
    • 0036505670 scopus 로고    scopus 로고
    • A comparison of methods for multiclass support vector machines
    • Hsu CW, Lin CJ (2002) A comparison of methods for multiclass support vector machines. IEEE Trans Neural Netw 13(2):415-425
    • (2002) IEEE Trans Neural Netw , vol.13 , Issue.2 , pp. 415-425
    • Hsu, C.W.1    Lin, C.J.2
  • 37
    • 63449136395 scopus 로고    scopus 로고
    • Facial expression recognition based on local binary patterns: A comprehensive study
    • 10.1016/j.imavis.2008.08.005
    • Shan C, Gong S, McOwan PW (2009) Facial expression recognition based on local binary patterns: a comprehensive study. Image Vis Comput 27(6):803-816
    • (2009) Image Vis Comput , vol.27 , Issue.6 , pp. 803-816
    • Shan, C.1    Gong, S.2    McOwan, P.W.3
  • 38
    • 77952502858 scopus 로고    scopus 로고
    • Facial affect recognition using regularized discriminant analysis-based algorithms
    • Lee CC, Huang SS, Shih CY (2010) Facial affect recognition using regularized discriminant analysis-based algorithms. EURASIP J Adv Signal Process 1:96
    • (2010) EURASIP J Adv Signal Process , vol.1 , pp. 96
    • Lee, C.C.1    Huang, S.S.2    Shih, C.Y.3
  • 39
    • 77954801236 scopus 로고    scopus 로고
    • A neural network based facial expression analysis using Gabor wavelets
    • Lekshmi VP, Sasikumar M (2008) A neural network based facial expression analysis using Gabor wavelets. Proc World Acad Sci, Eng Technol 44:593
    • (2008) Proc World Acad Sci, Eng Technol , vol.44 , pp. 593
    • Lekshmi, V.P.1    Sasikumar, M.2
  • 41
    • 33749869840 scopus 로고    scopus 로고
    • Facial Expression Recognition with Local Binary Patterns and Linear Programming
    • Feng X, Pietikäinen M, Hadid T (2005) Facial expression recognition with local binary patterns and linear programming. Pattern Recognit Image Anal 15(2):546-548 (Pubitemid 41064824)
    • (2005) Pattern Recognition and Image Analysis , vol.15 , Issue.2 , pp. 546-548
    • Feng, X.1    Pietikainen, M.2    Hadid, A.3
  • 43
    • 67149119207 scopus 로고    scopus 로고
    • Facial expression recognition using improved support vector machine by modifying kernels
    • 10.3923/itj.2009.595.599
    • Liejun W, Xizhong Q, Taiyi Z (2009) Facial expression recognition using improved support vector machine by modifying kernels. Inf Technol J 8(4):595-599
    • (2009) Inf Technol J , vol.8 , Issue.4 , pp. 595-599
    • Liejun, W.1    Xizhong, Q.2    Taiyi, Z.3
  • 45
    • 84891599507 scopus 로고    scopus 로고
    • Facial expression recognition based on image feature
    • 10.7763/IJCCE.2012.V1.33
    • Kumbhar M, Jadhav A, Patil M (2012) Facial expression recognition based on image feature. Int J Comput Commun Eng 1(2):117-119
    • (2012) Int J Comput Commun Eng , vol.1 , Issue.2 , pp. 117-119
    • Kumbhar, M.1    Jadhav, A.2    Patil, M.3
  • 46
    • 84994784173 scopus 로고    scopus 로고
    • Emotion recognition from facial expression using neural networks
    • Springer Berlin 10.1007/978-3-642-03202-8-17
    • Kharat GU, Dudul SV (2009) Emotion recognition from facial expression using neural networks. In: Human-computer systems interaction. Springer, Berlin, pp 207-219
    • (2009) Human-computer Systems Interaction , pp. 207-219
    • Kharat, G.U.1    Dudul, S.V.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.