메뉴 건너뛰기




Volumn 26, Issue 12, 2008, Pages 1636-1649

A comparative study of model selection criteria for computer vision applications

Author keywords

Model selection; Model based computer vision; Motion segmentation; Range segmentation

Indexed keywords

ARTIFICIAL INTELLIGENCE; COMPUTER VISION; IMAGE PROCESSING; THREE DIMENSIONAL;

EID: 52949152410     PISSN: 02628856     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.imavis.2008.04.001     Document Type: Article
Times cited : (8)

References (34)
  • 1
    • 0016355478 scopus 로고
    • A new look at the statistical model identification
    • Akaike H. A new look at the statistical model identification. IEEE Transactions on Automatic Control AC-19 (1974) 716-723
    • (1974) IEEE Transactions on Automatic Control , vol.AC-19 , pp. 716-723
    • Akaike, H.1
  • 3
    • 10044285355 scopus 로고    scopus 로고
    • A. Bab-Hadiashar, N. Gheissari, D. Suter, Robust Model Based Motion Segmentation, ICPR 2002, Quebec, Canada, August 2002, pp. 753-757.
    • A. Bab-Hadiashar, N. Gheissari, D. Suter, Robust Model Based Motion Segmentation, ICPR 2002, Quebec, Canada, August 2002, pp. 753-757.
  • 5
    • 84964055715 scopus 로고    scopus 로고
    • J.L. Barron, D.J. Fleet, S.S. Beauchemin, T.A. Burkitt, Performance of optical flow techniques, in: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, Washington, 1992, pp. 236-242.
    • J.L. Barron, D.J. Fleet, S.S. Beauchemin, T.A. Burkitt, Performance of optical flow techniques, in: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, Washington, 1992, pp. 236-242.
  • 6
    • 0028515975 scopus 로고
    • The robust sequential estimator: a general approach and its application to surface organization in range data
    • Boyer K.L., Mirza M.J., and Ganguly G. The robust sequential estimator: a general approach and its application to surface organization in range data. IEEE Transactions on Pattern Analysis and Machine Intelligence 16 (1994) 987-1001
    • (1994) IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.16 , pp. 987-1001
    • Boyer, K.L.1    Mirza, M.J.2    Ganguly, G.3
  • 7
    • 0028515975 scopus 로고
    • The robust sequential estimator: a general approach and its application to surface organization in range data
    • Boyer K.L., Mirza M.J., and Ganguly G. The robust sequential estimator: a general approach and its application to surface organization in range data. IEEE Transaction on Pattern Analysis and Machine Intelligence 16 (1994) 987-1001
    • (1994) IEEE Transaction on Pattern Analysis and Machine Intelligence , vol.16 , pp. 987-1001
    • Boyer, K.L.1    Mirza, M.J.2    Ganguly, G.3
  • 8
    • 34250108028 scopus 로고
    • Model Selection and Akaike's information criterion (AIC): the general theory and its analytical extensions
    • Bozdogan H. Model Selection and Akaike's information criterion (AIC): the general theory and its analytical extensions. Psychometrica 52 (1987) 345-370
    • (1987) Psychometrica , vol.52 , pp. 345-370
    • Bozdogan, H.1
  • 10
    • 0034321732 scopus 로고    scopus 로고
    • K. Bubna, C.V. Stewart, Model selection techniques and merging rules for range data segmentation algorithms, Computer Vision and Image Understanding: CVIU, vol. 80, 2000, pp. 215-245.
    • K. Bubna, C.V. Stewart, Model selection techniques and merging rules for range data segmentation algorithms, Computer Vision and Image Understanding: CVIU, vol. 80, 2000, pp. 215-245.
  • 11
    • 0032318645 scopus 로고    scopus 로고
    • K. Bubna, V.C. Stewart, Model selection and surface merging in recognition algorithms, in: ICCV 98, Bombay, India, 1998, pp. 895-902.
    • K. Bubna, V.C. Stewart, Model selection and surface merging in recognition algorithms, in: ICCV 98, Bombay, India, 1998, pp. 895-902.
  • 12
    • 0031272327 scopus 로고    scopus 로고
    • Efficient approximation for the marginal likelihood of bayesian networks with hidden variables
    • Chickering D., and Heckerman D. Efficient approximation for the marginal likelihood of bayesian networks with hidden variables. Machine Learning 29 2-3 (1997) 181-212
    • (1997) Machine Learning , vol.29 , Issue.2-3 , pp. 181-212
    • Chickering, D.1    Heckerman, D.2
  • 13
    • 0031536511 scopus 로고    scopus 로고
    • Cross-validation and the bootstrap: estimating the error rate of a prediction rule
    • Efron B., and Tibshirani R. Cross-validation and the bootstrap: estimating the error rate of a prediction rule. Journal of American Statistical Association 92 (1997) 548-560
    • (1997) Journal of American Statistical Association , vol.92 , pp. 548-560
    • Efron, B.1    Tibshirani, R.2
  • 14
    • 84975033703 scopus 로고    scopus 로고
    • A.W.J. Fitzgibbon, Stable Segmentation of 2D Curves, Ph.D. Dissertation, 1977.
    • A.W.J. Fitzgibbon, Stable Segmentation of 2D Curves, Ph.D. Dissertation, 1977.
  • 15
    • 84890449173 scopus 로고    scopus 로고
    • N. Gheissari, A. Bab-Hadiashar, Motion analysis: model selection and motion segmentation, in: Proceedings of the 12th International Conference on Image Analysis and Processing, September 2003, pp. 442-447.
    • N. Gheissari, A. Bab-Hadiashar, Motion analysis: model selection and motion segmentation, in: Proceedings of the 12th International Conference on Image Analysis and Processing, September 2003, pp. 442-447.
  • 16
    • 84975088036 scopus 로고    scopus 로고
    • N. Gheissari, A. Bab-Hadiashar, Model selection criteria in computer vision: are they different?, in: Proceedings of Digital Image Computing Techniques and Applications, December 2003, pp. 185-194.
    • N. Gheissari, A. Bab-Hadiashar, Model selection criteria in computer vision: are they different?, in: Proceedings of Digital Image Computing Techniques and Applications, December 2003, pp. 185-194.
  • 17
    • 10044258145 scopus 로고
    • MDL-based segmentation and motion modeling in a long sequence of scene with multiple independently moving objects
    • Gu H., Shirai Y., and Asada M. MDL-based segmentation and motion modeling in a long sequence of scene with multiple independently moving objects. The Journal of the Pattern Recognition Society 28 (1995) 781-793
    • (1995) The Journal of the Pattern Recognition Society , vol.28 , pp. 781-793
    • Gu, H.1    Shirai, Y.2    Asada, M.3
  • 18
    • 0142176716 scopus 로고    scopus 로고
    • K. Kanatani, Evaluation and selection of models for motion segmentation, in: Proceedings of the Seventh European Conference on Computer Vision, December 2002, pp. 335-349.
    • K. Kanatani, Evaluation and selection of models for motion segmentation, in: Proceedings of the Seventh European Conference on Computer Vision, December 2002, pp. 335-349.
  • 19
    • 84975069414 scopus 로고    scopus 로고
    • K. Kanatani, Model selection for geometric inference, in: Proceedings of the Fifth Asian Conference on Computer Vision, Melbourne, Australia, January 2002, pp. xxi-xxxii.
    • K. Kanatani, Model selection for geometric inference, in: Proceedings of the Fifth Asian Conference on Computer Vision, Melbourne, Australia, January 2002, pp. xxi-xxxii.
  • 21
    • 84975088054 scopus 로고    scopus 로고
    • K. Kanatani, How are statistical methods for geometric inference justified?, in: Proceedings of Third International Workshop on Statistical and Computational Theories of Vision, Nice, France, October 2003.
    • K. Kanatani, How are statistical methods for geometric inference justified?, in: Proceedings of Third International Workshop on Statistical and Computational Theories of Vision, Nice, France, October 2003.
  • 23
    • 84915425007 scopus 로고
    • Some comments on CP
    • Mallows C.L. Some comments on CP. Technometrics 15 (1973) 661-675
    • (1973) Technometrics , vol.15 , pp. 661-675
    • Mallows, C.L.1
  • 24
    • 0021466584 scopus 로고
    • Universal coding, information, prediction and estimation
    • Rissanen J. Universal coding, information, prediction and estimation. IEEE Transactions on Information Theory 30 (1984) 629-636
    • (1984) IEEE Transactions on Information Theory , vol.30 , pp. 629-636
    • Rissanen, J.1
  • 25
    • 0018015137 scopus 로고
    • Modeling by shortest data description
    • Rissanen J. Modeling by shortest data description. Automatica 14 (1978) 465-471
    • (1978) Automatica , vol.14 , pp. 465-471
    • Rissanen, J.1
  • 28
    • 0030678779 scopus 로고    scopus 로고
    • P.H.S. Torr, An assessment of information criteria for motion model selection, in: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 1997, pp. 47-53.
    • P.H.S. Torr, An assessment of information criteria for motion model selection, in: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 1997, pp. 47-53.
  • 30
    • 84975076202 scopus 로고    scopus 로고
    • P.H.S. Torr, Model Selection for Two View Geometry: A Review, Microsoft Research, USA, 1998.
    • P.H.S. Torr, Model Selection for Two View Geometry: A Review, Microsoft Research, USA, 1998.
  • 31
    • 0002573182 scopus 로고    scopus 로고
    • Model selection for structure and motion recovery from multiple images
    • Bab-Hadiashar A., and Suter D. (Eds), Springer-Verlag
    • Torr P. Model selection for structure and motion recovery from multiple images. In: Bab-Hadiashar A., and Suter D. (Eds). Data Segmentation and Model Selection for Computer Vision: A Statistical Approach (2000), Springer-Verlag 143-181
    • (2000) Data Segmentation and Model Selection for Computer Vision: A Statistical Approach , pp. 143-181
    • Torr, P.1
  • 32
    • 33645470735 scopus 로고    scopus 로고
    • P.H.S. Torr, A.R. Dick, R. Cipolla, Layer extraction with a bayesian model of shapes, in: Proceedings of the IEEE European Conference on Computer Vision, 2000, pp. 273-289.
    • P.H.S. Torr, A.R. Dick, R. Cipolla, Layer extraction with a bayesian model of shapes, in: Proceedings of the IEEE European Conference on Computer Vision, 2000, pp. 273-289.
  • 33
    • 84957804801 scopus 로고    scopus 로고
    • N. Werghi, R.B. Fisher, C. Robertson, A. Ashbrook, Modeling objects having quadratic surfaces incorporating geometric constraints, in: Proceedings of Fifth European Conference on Computer Vision, 1998, pp. 185-201.
    • N. Werghi, R.B. Fisher, C. Robertson, A. Ashbrook, Modeling objects having quadratic surfaces incorporating geometric constraints, in: Proceedings of Fifth European Conference on Computer Vision, 1998, pp. 185-201.
  • 34
    • 0027313741 scopus 로고    scopus 로고
    • P. Whaite, F.P. Ferrie, Active exploration: knowing when we are wrong, in: Proceedings of International Conference on Computer Vision(ICCV), 1993, pp. 41-48.
    • P. Whaite, F.P. Ferrie, Active exploration: knowing when we are wrong, in: Proceedings of International Conference on Computer Vision(ICCV), 1993, pp. 41-48.


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.