% Information Theoretic Image Thresholding
% Honours Project 2002
% Laura Frost


@article {A1989,

  author = {Abutaleb, A. S.},
  title = {Automatic thresholding of gray-level pictures using two-dimensional entropy},
  journal = {Computer Vision, Graphics and Image Processing},
  volume = {47},
  year = {1989},
  pages = {22--32},
}	


@misc {B2001,

	author = {Bertolo, David},
	title = {Image thresholding using probabilistic distance criteria},
	year = {2001},
	note = {\emph{Honours Thesis}, School of Computer Science and Software Engineering, Monash 
University},
}

@article {BCH2002,

	author = {Bonnet, N. and Cutrona, J. and Herbin, M.},
	title = {A 'no-threshold' histogram-based image segmentation method},
	journal = {Pattern Recognition},
	volume = {35},
	year = {2002},
	pages = {2319--2322},
}

@article {BW1973,

	author = {Boulton, D. M. and Wallace, C. S.},
	title = {An information measure for heirachic classification},
	journal = {The Computer Journal},
	volume = {16(3)},
	year = {1973},
	pages = {254--261},
}

@article {CCWA1994,

	author = {Chang, C. and Chen, K.  and Wang, J. and Althouse, M. L. G.},
	title = {A relative entropy based approach to image thresholding},
	journal = {Pattern Recognition},
	volume = {27(9)},
	year = {1994},
	pages = {1275--1289},
}

@article {CHY1989,

	author = {Cho, Sungzoon and Haralick, Robert and Yi, Seungku},
	title = {Improvement of {K}ittler and {I}llingworth's minimum error thresholding},
	journal = {Pattern Recognition},
	volume = {22(5)},
	year = {1989},
	pages = {609--617},
}

@inproceedings {CKPP2000,

	author = {Cho, Wan-Hyun and Kim, Soo-Hyung and Park, Soon-Young and Park, Jong-Hyun},
	title = {Mean field annealing {EM} for image segmentation},
	booktitle = {IEEE International Conference on Image Processing},
	volume = {3},
	year = {2000},
	pages = {568--571},
}

@misc{CMID2001,

	author = {Wang, Cheih-Chi},
	title = {Carnegie Mellon Image Database},
	publisher = {The Robotics Insititure, Carnegie Mellon University},
	note = {\textbf{URL:}
\underline{http://www-2.cs.cmu.edu/afs/cs/project/vision/vasc/idb/www/html\_permanent//index.html}},
}


@article {CR2000,

	author = {Chui, Haili and Rangarajan, Anand},
	title = {A feature registration framework using mixture models},
	journal = {IEEE ???},
	volume = {???},
	year = {2000},
	pages = {1--2},
}

@article {CSS1998,

	author = {Cheriet, M. and Said, J. N. and Suen, C. Y.},
	title = {A recursive thresholding technique for image segmentation},
	journal = {IEEE Transactions on Image Processing},
	volume = {7(6)},
	year = {1998},
	month = jun,
	pages = {918--921},
}

@article {FJ2002,

	author = {Figueiredo, Mario A. T. and Jain, Anil K.},
	title = {Unsupervised learning of finite mixture models},
	journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
	volume = {24(3)},
	month = mar,
	year = {2002},
	pages = {381--396},
}

@article {G1993,

	author = {Glasby, C. A.},
	title = {An analysis of histogram-based thresholding algorithms},
	journal = {{CVGIP}: Graphical Models and Image Processing},
	volume = {55(6)},
	month = nov,
	year = {1993},
	pages = {532--537},
}


@book {GW2002,

	author = {Gonzalez, Rafael C. and Woods, Richard E.},
	title = {Digital Image Processing},
	publisher = {Prentic-Hall},
	year = {2002},
	edition = {$2^{nd}$},
	address = {New Jersey},
}

@article {JRH1993,

	author = {Jansen, R. C. and Reinink, K. and van der Heijden, G. W. A. M.},
	title = {Analysis of grey level histograms by using statistical methods for mixture distributions},
	journal = {Pattern Recognition},
	volume = {14},
	year = {1993},
	pages = {585--590},
}

@inproceedings {KA1996,

	author = {Kettaf, F. Z. and Asselin de Beauville, J. P.},
	title = {A comparison study of image segmentation by clustering techniques},
	booktitle = {IEEE International Conference on Signal Processing},
	volume = {2},
	year = {1996},
	pages = {1280--1283},
}


@article {KI1986,

	author = {Kittler, J. and Illingworth, J.},
	title = {Minimum error thresholding},
	journal = {Pattern Recognition},
	volume = {19(1)},
	year = {1986},
	pages = {41--47},
}


@article {KOA1992,

	author = {Kurita, T. and Otsu, N. and Abdelmalek, N.},
	title = {Maximum likelihood thresholding based on population mixture models},
	journal = {Pattern Recognition},
	volume = {25(10)},
	year = {1992},
	pages = {1231--1240},
}


@article {KSW1985,

	author = {Kapur, J. N. and Sahoo, P. K. and Wong, A. K. C.},
	title = {A new method for gray-level picture thresholding using the entropy of the histogram},
	journal = {Computer Vision, Graphics, and Image Processing},
	volume = {29},
	year = {1985},
	pages = {273--285},
}


@misc {L1996,

	author = {Lindarto, Tetra},
	title = {{MML} Segmentation-Based Image Coding},
	month = may,
	year = {1996},
	note = {\emph{Masters Thesis}, School of Computer 
Science and Software Engineering, Monash 
University},
}


@article {LCP1990,

	author = {Lee, Sang Uk and Chung, Seok Yoon and Park, Rae Hong},
	title = {A comparative performance study of several global thresholding techniques for segmentation},
	journal = {Computer Vision, Graphics, and Image Processing},
	volume = {52},
	year = {1990},
	pages = {171--190},
}


@inproceedings {LH2000,

	author = {Liu, Zhu and Huang, Qian},
	title = {A new distance measure for probability distribution function of mixture type},
	booktitle = {IEEE International Conference on Acoustics, Speech and Signal Processing},
	volume = {1},
	year = {2000},
	pages = {616--619},
}


@article {LL1996,

	author = {Leung, C. K. and Lam, F. K.},
	title = {Maximum segmented-scene spatial entropy thresholding},
	journal = {IEEE ???},
	volume = {?},
	year = {1996},
	pages = {963--966},
}


@article {LL2002,

	author = {Lee, Te-Won and Lewicki, Michael S.},
	title = {Unsupervised image classification, segmentation, and enhancement using {ICA} mixture 
models},
	journal = {IEEE Transactions on Image Processing},
	volume = {11(3)},
	year = {2002},
	month = mar,
	pages = {270--279},
}

@article {LN1985,

	author = {Levine, M. D. and Nazif, A. M.},
	title = {Dynamic measurement of computer generated image segmentations},
	journal = {IEEE Transactions of Pattern Analysis and Machine Intelligence},
	volume = {PAMI-7},
	year = {1985},
	pages = {155--164},
}


@inproceedings {M1999,

	author = {Moerland, Perry},
	title = {A comparison of mixture models for density estimation},
	booktitle = {Ninth International Conference on Artifical Neural Networks},
	volume = {1},
	month = sep,
	year = {1999},
	pages = {25--30},
}


@article {MEF2001,

	author = {Makrogiannis, S. and Economou, G. and Fotopoulos, S.},
	title = {A fuzzy dissimiarity function for region based segmentation of colour images},
	journal = {International Journal of Pattern Recognition and Artifical Intelligence},
	volume = {15(2)},
	year = {2001},
	pages = {255--267},
}


@book {McLB1988,

	author = {McLachlan, Geoffery J. and Basford, Kaye E.},
	title = {Mixture models: inference and applications to clustering},
	publisher = {Marcel Dekker},
	year = {1988},
	address = {New York},
}


@book {McLP2000,

	author = {McLachlan, Geoffery J. and Peel, David},
	title = {Finite Mixture Models},
	publisher = {John Wiley and Sons},
	year = {2000},
	address = {New York},
}


@article {NP2001,

	author = {Maulik, Ujjwal and Pakhira, Malay Kumar},
	title = {Clustering using simulated annealing with probabilistic redistribution},
	journal = {International Journal of Pattern Recognition and Artificial Intelligence},
	volume = {15(2)},
	year = {2001},
	pages = {269--285},
}


@article {NR1979,

	author = {Nakagawa, Yasou and Rosenfeld, Azriet},
	title = {Some experiments on variable thresholding},
	journal = {Pattern Recognition},
	volume = {11},
	year = {1979},
	pages = {191--204},
}


@article {P1980,

	author = {Pun, T.},
	title = {A new method for grey-level picture thresholding using the entropy of the histogram},
	journal = {Signal Processing},
	volume = {2},
	year = {1980},
	pages = {223--237},
}


@article {PP1989,

	author = {Pal, N. R. and Pal, S. K.},
	title = {Object-background segmentation using new definitions of entropy},
	journal = {IEEE Proceedings},
	volume = {139},
	year = {1989},
	pages = {284--295},
}

@article {PP1989a,

	author = {Pal, N. R. and Pal, S. K.},
	title = {Entropic thresholding},
	journal = {Signal Processing},
	volume = {16},
	year = {1989},
	pages = {97--108},
}

@inproceedings {R1993,

	author = {Ray, S.},
	title = {Entropy-based image segmentation},
	booktitle = {Third International Conference on Advances in Pattern Recognition and Digital Techniques},
	month = dec,
	year = {1993},
	pages = {698--715},
}


@article {RHRP1998,

	author = {Roberts, Stephen J. and Husmeier, Dirk and Rezek, Iead and Penny, William},
	title = {Bayesian approaches to gaussian mixture modelling},
	journal = {IEEE Transactions of Pattern Analysis and Machine Intelligence},
	volume = {20(11)},
	month = nov,
	year = {1998},
	pages = {1133--1142},
}



@article {RRK1984,

	author = {Reddi, S. S. and Rudin, S. F. and Keshavan, H. R.},
	title = {An optimal threshold scheme for image segmentation},
	journal = {IEEE Transactions on Systems, Man, and Cybernetics},
	volume = {SMC-14(4)},
	month = jul,
	year = {1984},
	pages = {661--665},
}


@inproceedings {RSS1997,

	author = {Ray, S. and Shakya, R. and Srinivasan, B.},
	title = {New approaches to image segmentation based on probabilistic distance criteria},
	booktitle = {IASTED International Conference.  Image 
and Signal Processing},
	month = dec,
	year = {1997},
	pages = {698--715},
}



@misc {S1999,

	author = {Seeman, Torsten and other},
	title = {\emph{Monash {I}mage {L}ibrary}, {S}chool of {C}omputer {S}cience and 
{S}oftware 
{E}ngineering, {M}onash {U}niversity},
	year = {1999},
	note = {\textbf{URL:} \underline{http://www.csse.monash.edu.au/software/mil}},
}



@article {SGH1998,

	author = {Sanjay-Gopal, S. and Herbert, Thomas J.},
	title = {Bayesian pixel classification using spatially variant finite mixtures and the generalized 
{EM} algorithm},
	journal = {IEEE Transactions on Image Processing},
	volume = {7(7)},
	year = {1998},
	pages = {1014--1028},
}


@article {SSWC1988,

	author = {Sahoo, P. K. and Soltani, S. and Wong, A. K. C. and Chen, Y. C.},
	title = {A survey of thresholding techniques},
	journal = {Computer Vision, Graphics, and Image Processing},
	volume = {41},
	year = {1988},
	pages = {233--260},
}



@article {SU2001,

	author = {Saha, Punam K. and Udupa, Jayaram K.},
	title = {Optimum image thresholding via class uncertainty and region homogenity},
	journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
	volume = {23(7)},
	month = jul,
	year = {2001},
	pages = {689--706},
}


@misc {T1994,

	author = {Turi, Rose},
	title = {Entropic thresholding of images},
	year = {1994},
	note = {\emph{Honours Thesis}, School of Computer Science and Software Engineering, Monash 
University},
}




@inproceedings {TRT1995,

	author = {Tischer, Peter and Ray, Sid and Turi, Rose},
	title = {Minimal message length thresholding},
	booktitle = {DICTA-95 Conference},
	year = {1995},
	publisher = {Australian Pattern Recognition Society},
	pages = {395--400},
}


@article {W1978,

	author = {Weszka, Joan S.},
	title = {A survey of threshold selection techniques},
	journal = {Computer Vision, Graphics, and Image Processing},
	volume = {7},
	year = {1978},
	pages = {259--265},
}



@article {W1986,

	author = {Wallace, C. S.},
	title = {An improved program for classification},
	journal = {ACSC-9},
	volume = {8},
	month = feb,
	year = {1986},
	pages = {357--366},
}



@article {WB1968,

	author = {Wallace, C. S. and Boulton, D. M.},
	title = {An information measure for classification},
	journal = {Computer Journal},
	volume = {11(2)},
	month = aug,
	year = {1968},
	pages = {185--194},
}


@misc {WD1996,

	author = {Wallace, Christopher S. and Dowe, David L.},
	title = {Snob Documentation},
	year = {1996},
	note = {School of Computer Science and Software Engineering, Monash University}, 
}



@article {WDCT2002,

	author = {Wang, Jianwei and Yingzy, Eliza and Du, 
Chein-I Chang and Thouin, Paul D.},
	title = {Relative Entropy-based Methods for Image Thresholding},
	journal = {IEEE International Symposium on Circuits 
and Systems 2002},
	volume = {2},
	year = {2002},
	pages = {265--268},
}


@article {WR1978,

	author = {Weszka, Joan S. and Rosenfeld, Azriel},
	title = {Threshold evaluation techniques},
	journal = {IEEE Transactions on Systems, Man, and Cybernetics},
	volume = {SMC-8(8)},
	month = aug,
	year = {1978},
	pages = {622--629},
}

@article {WS1989,

	author = {Wong, A. K. C. and Sahoo, P. K.},
	title = {A gray-level threshold selection method based in maximum entropy principle},
	journal = {IEEE Transactions on Systems, Man and Cybernetics},
	volume = {19},
	year = {1989},
	pages = {866--871},
}

@article {WZX1999,

	author = {Wu, Xue-Jing and Zhang, Yi-Jun and Xia, Liang-Sheng},
	title = {A fast recurring two-dimensional entropic thresholding algorithm},
	journal = {Pattern Recognition},
	volume = {32},
	year = {1999},
	pages = {2055--2061},
}

@article {Y2002,

	author = {Yin, Peng-Yeng},
	title = {Maximum entropy-based optimal threshold selection using deterministic reinforcement learning with controlled randomization},
	journal = {Signal Processing},
	volume = {82},
	year = {2002},
	pages = {993--1006},
} 


@article {YCC1995,

	author = {Yen, Jui-Cheng and Change, Fu-Juay and Chang, Shyang},
	title = {A new criterion for automatic multilevel thresholding},
	journal = {IEEE Transactions on Image Processing},
	volume = {4(3)},
	month = mar,
	year = {1995},
	pages = {370--378},
}

@article {YZ2001,

	author = {Yang, Zheng Rong and Zwolinski, Mark},
	title = {Mutual information theory for adaptive mixture models},
	journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
	volume = {23(4)},
	month = apr,
	year = {2001},
	pages = {396--403},
}