A review on image segmentation techniques

[1]  Anders Krogh,et al.  Introduction to the theory of neural computation , 1994, The advanced book program.

[2]  Sankar K. Pal,et al.  Self-organization for object extraction using a multilayer neural network and fuzziness measures , 1993, IEEE Trans. Fuzzy Syst..

[3]  Sankar K. Pal,et al.  Object Background Classification Using Hopfield Type Neural Network , 1992, Int. J. Pattern Recognit. Artif. Intell..

[4]  Sankar K. Pal,et al.  Spectral fuzzy sets and soft thresholding , 1992, Inf. Sci..

[5]  N. Pal,et al.  On object background classification , 1992 .

[6]  James C. Bezdek,et al.  A comparison of neural network and fuzzy clustering techniques in segmenting magnetic resonance images of the brain , 1992, IEEE Trans. Neural Networks.

[7]  Sankar K. Pal,et al.  Image segmentation using fuzzy correlation , 1992, Inf. Sci..

[8]  Sankar K. Pal,et al.  Higher order fuzzy entropy and hybrid entropy of a set , 1992, Inf. Sci..

[9]  S. Bohrer,et al.  Magnetic Resonance Imaging and Spectroscopy in Sports Medicine , 1992 .

[10]  C. F. Osborne,et al.  Texture segmentation using multi-layered backpropagation , 1991, [Proceedings] 1991 IEEE International Joint Conference on Neural Networks.

[11]  Sankar K. Pal,et al.  Entropy: a new definition and its applications , 1991, IEEE Trans. Syst. Man Cybern..

[12]  Sankar K. Pal,et al.  Image Model, Poisson Distribution and Object Extraction , 1991, Int. J. Pattern Recognit. Artif. Intell..

[13]  Arun K. Sood,et al.  Integration of edge- and region-based techniques for range image segmentation , 1991, Other Conferences.

[14]  Sankar K. Pal,et al.  Index of area coverage of fuzzy image subsets and object extraction , 1990, Pattern Recognit. Lett..

[15]  C. Chen,et al.  Medical Image Segmentation By A Constraint Satisfaction Neural Network , 1990, 1990 IEEE Nuclear Science Symposium Conference Record.

[16]  Sang Uk Lee,et al.  On the color image segmentation algorithm based on the thresholding and the fuzzy c-means techniques , 1990, Pattern Recognit..

[17]  Jayant Shah,et al.  Parameter estimation, multiscale representation and algorithms for energy-minimizing segmentations , 1990, [1990] Proceedings. 10th International Conference on Pattern Recognition.

[18]  W. E. Blanz,et al.  A connectionist classifier architecture applied to image segmentation , 1990, [1990] Proceedings. 10th International Conference on Pattern Recognition.

[19]  Muhittin Gökmen,et al.  Edge detection with iteratively refined regularization , 1990, [1990] Proceedings. 10th International Conference on Pattern Recognition.

[20]  S.K. Park,et al.  Optimal small kernels for edge detection , 1990, [1990] Proceedings. 10th International Conference on Pattern Recognition.

[21]  Noboru Babaguchi,et al.  Connectionist model binarization , 1990, [1990] Proceedings. 10th International Conference on Pattern Recognition.

[22]  Rama Chellappa,et al.  Stochastic and deterministic networks for texture segmentation , 1990, IEEE Trans. Acoust. Speech Signal Process..

[23]  James M. Keller,et al.  Image segmentation in the presence of uncertainty , 1990, Int. J. Intell. Syst..

[24]  W. Xie An information measure for a color space , 1990 .

[25]  J. Keller,et al.  AN APPROXIMATE REASONING TECHNIQUE FOR RECOGNITION IN COLOR IMAGES OF BEEF STEAKS , 1990 .

[26]  S Baronti,et al.  Variable Pyramid Structures for Image Segmentation , 1990, Comput. Vis. Graph. Image Process..

[27]  C. A. Murthy,et al.  Fuzzy thresholding: mathematical framework, bound functions and weighted moving average technique , 1990, Pattern Recognit. Lett..

[28]  Anil K. Jain,et al.  Segmentation of Document Images , 1989, IEEE Trans. Pattern Anal. Mach. Intell..

[29]  Ahmed S. Abutableb Automatic thresholding of gray-level pictures using two-dimensional entropy , 1989 .

[30]  S. Pal,et al.  Object-background segmentation using new definitions of entropy , 1989 .

[31]  Naokazu Yokoya,et al.  Range Image Segmentation Based on Differential Geometry: A Hybrid Approach , 1989, IEEE Trans. Pattern Anal. Mach. Intell..

[32]  A. D. Brink,et al.  Grey-level thresholding of images using a correlation criterion , 1989, Pattern Recognit. Lett..

[33]  Azriel Rosenfeld,et al.  Image analysis and computer vision: 1988 , 1989, Comput. Vis. Graph. Image Process..

[34]  Ramesh C. Jain,et al.  Behavior of Edges in Scale Space , 1989, IEEE Trans. Pattern Anal. Mach. Intell..

[35]  Morris Goldberg,et al.  Hierarchy in Picture Segmentation: A Stepwise Optimization Approach , 1989, IEEE Trans. Pattern Anal. Mach. Intell..

[36]  S. D. Yanowitz,et al.  A new method for image segmentation , 1988, [1988 Proceedings] 9th International Conference on Pattern Recognition.

[37]  S. Pal,et al.  Object-Backgpound Classification Using A New Definition Of Entropy , 1988, Proceedings of the 1988 IEEE International Conference on Systems, Man, and Cybernetics.

[38]  M. Amadasun,et al.  Low-level segmentation of multispectral images via agglomerative clustering of uniform neighbourhoods , 1988, Pattern Recognit..

[39]  John F. Haddon,et al.  Generalised threshold selection for edge detection , 1988, Pattern Recognit..

[40]  Fernand S. Cohen,et al.  A maximum-likelihood approach to segmenting range data , 1988, IEEE J. Robotics Autom..

[41]  James M. Keller,et al.  Multiple spectral image segmentation using fuzzy techniques , 1988, International Journal of Approximate Reasoning.

[42]  Ramesh C. Jain,et al.  Segmentation through Variable-Order Surface Fitting , 1988, IEEE Trans. Pattern Anal. Mach. Intell..

[43]  P.K Sahoo,et al.  A survey of thresholding techniques , 1988, Comput. Vis. Graph. Image Process..

[44]  Azriel Rosenfeld,et al.  Image enhancement and thresholding by optimization of fuzzy compactness , 1988, Pattern Recognit. Lett..

[45]  S. Pal,et al.  Segmentation based on measures of contrast, homogeneity, and region size , 1987, IEEE Transactions on Systems, Man, and Cybernetics.

[46]  S. Basu,et al.  Image Segmentation by semantic method , 1987, Pattern Recognit..

[47]  Bir Bhanu,et al.  Segmentation of natural scenes , 1987, Pattern Recognit..

[48]  Josef Kittler,et al.  An averaging edge detector , 1987, Pattern Recognit. Lett..

[49]  Rafael C. González,et al.  An Iterative Thresholding Algorithm for Image Segmentation , 1987, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[50]  Anil K. Jain,et al.  Segmentation and Classification of Range Images , 1987, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[51]  Sankar K. Pal,et al.  Segmentation using contrast and homogeneity measures , 1987, Pattern Recognit. Lett..

[52]  Sankar K. Pal,et al.  Thresholding for edge detection using human psychovisual phenomena , 1986, Pattern Recognit. Lett..

[53]  Mohan M. Trivedi,et al.  Low-Level Segmentation of Aerial Images with Fuzzy Clustering , 1986, IEEE Transactions on Systems, Man, and Cybernetics.

[54]  John F. Canny,et al.  A Computational Approach to Edge Detection , 1986, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[55]  Sankar K. Pal,et al.  Fuzzy Mathematical Approach to Pattern Recognition , 1986 .

[56]  A. Kandel Fuzzy Mathematical Techniques With Applications , 1986 .

[57]  W. Lunscher,et al.  Optimal Edge Detector Design I: Parameter Selection and Noise Effects , 1986, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[58]  Wolfram H. H. J. Lunscher,et al.  Optimal Edge Detector Design II: Coefficient Quantization , 1986, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[59]  James C. Bezdek,et al.  Efficient Implementation of the Fuzzy c-Means Clustering Algorithms , 1986, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[60]  Bhabatosh Chanda,et al.  On image enhancement and threshold selection using the graylevel co-occurence matrix , 1985, Pattern Recognit. Lett..

[61]  Andrew K. C. Wong,et al.  A new method for gray-level picture thresholding using the entropy of the histogram , 1985, Comput. Vis. Graph. Image Process..

[62]  Martin D. Levine,et al.  Dynamic Measurement of Computer Generated Image Segmentations , 1985, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[63]  Hon-Son Don,et al.  A syntactic method for image segmentation and object recognition , 1985, Pattern Recognit..

[64]  Donald Geman,et al.  Bayes Smoothing Algorithms for Segmentation of Binary Images Modeled by Markov Random Fields , 1984, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[65]  José Manuel Rebordão,et al.  An amplitude segmentation method based on the distribution function of an image , 1984, Comput. Vis. Graph. Image Process..

[66]  Azriel Rosenfeld,et al.  The fuzzy geometry of image subsets , 1984, Pattern Recognit. Lett..

[67]  Donald Geman,et al.  Application of the Gibbs distribution to image segmentation , 1984, ICASSP.

[68]  Sankar K. Pal,et al.  Grey level thresholding using second-order statistics , 1983, Pattern Recognit. Lett..

[69]  Josef Kittler,et al.  Greylevel edge thinning: A new method , 1983, Pattern Recognit. Lett..

[70]  Sankar K. Pal,et al.  Automatic grey level thresholding through index of fuzziness and entropy , 1983, Pattern Recognit. Lett..

[71]  Robert M. Haralick,et al.  Zero Crossing Of Second Directional Derivative Edge Operator , 1982, Other Conferences.

[72]  Azriel Rosenfeld,et al.  Image Smoothing and Segmentation by Multiresolution Pixel Linking: Further Experiments and Extensions , 1982, IEEE Transactions on Systems, Man, and Cybernetics.

[73]  Tamar Peli,et al.  A study of edge detection algorithms , 1982, Comput. Graph. Image Process..

[74]  R. D. Overheim,et al.  Light and Color , 1982 .

[75]  A. Ikonomopoulos,et al.  An approach to edge detection based on the direction of edge elements , 1982, Comput. Graph. Image Process..

[76]  F. R. Hansen,et al.  Image segmentation using simple markov field models , 1982, Comput. Graph. Image Process..

[77]  James C. Bezdek,et al.  Pattern Recognition with Fuzzy Objective Function Algorithms , 1981, Advanced Applications in Pattern Recognition.

[78]  Thierry Pun,et al.  Entropic thresholding, a new approach , 1981 .

[79]  Azriel Rosenfeld,et al.  Thresholding Using Relaxation , 1981, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[80]  Samir I. Shaheen,et al.  A Modular Computer Vision System for Picture Segmentation and Interpretation , 1981, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[81]  Robert T. Chien,et al.  Two New Edge Detectors , 1981, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[82]  A.K. Jain,et al.  Advances in mathematical models for image processing , 1981, Proceedings of the IEEE.

[83]  R. Kohler A segmentation system based on thresholding , 1981 .

[84]  H. Derin,et al.  A recursive algorithm for the Bayes solution of the smoothing problem , 1981 .

[85]  T. Kanade,et al.  Color information for region segmentation , 1980 .

[86]  Thierry Pun,et al.  A new method for grey-level picture thresholding using the entropy of the histogram , 1980 .

[87]  Ernest L. Hall,et al.  Computer Image Processing and Recognition , 1980, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[88]  S. Pal,et al.  Image enhancement using fuzzy set , 1980 .

[89]  Shmuel Peleg,et al.  A New Probabilistic Relaxation Scheme , 1980, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[90]  Anil K. Jain,et al.  Segmentation of Muscle Cell Pictures: A Preliminary Study , 1980, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[91]  A. Rosenfeld,et al.  Image segmentation and image models , 1979, Proceedings of the IEEE.

[92]  D Marr,et al.  Theory of edge detection , 1979, Proceedings of the Royal Society of London. Series B. Biological Sciences.

[93]  Richard O. Duda,et al.  Use of Range and Reflectance Data to Find Planar Surface Regions , 1979, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[94]  Keith Price,et al.  Picture Segmentation Using a Recursive Region Splitting Method , 1998 .

[95]  Azriel Rosenfeld,et al.  Threshold Evaluation Techniques , 1978, IEEE Transactions on Systems, Man, and Cybernetics.

[96]  Joan S. Weszka,et al.  A survey of threshold selection techniques , 1978 .

[97]  E. Backer,et al.  Cluster analysis by optimal decomposition of induced fuzzy sets , 1978 .

[98]  H. Nagel,et al.  Analyzing a real world scene sequence using fuzziness , 1977, 1977 IEEE Conference on Decision and Control including the 16th Symposium on Adaptive Processes and A Special Symposium on Fuzzy Set Theory and Applications.

[99]  Janmin Keng,et al.  Syntactic Algorithms for Image Segmentation and a Special Computer Architecture for Image Processing , 1977 .

[100]  Shmuel Peleg Iterative histogram modification. II , 1977 .

[101]  A. Rosenfeld,et al.  A Note on the Use of Second-Order Gray Level Statistics for Threshold Selection. , 1977 .

[102]  Azriel Rosenfeld,et al.  Histogram modification for threshold selection , 1977 .

[103]  R. K. Aggarwal,et al.  A multi-spectral approach for scene analysis of cervical cytology smears. , 1977, The journal of histochemistry and cytochemistry : official journal of the Histochemistry Society.

[104]  J. F. Brenner,et al.  Scene segmentation techniques for the analysis of routine bone marrow smears from acute lymphoblastic leukemia patients. , 1977, The journal of histochemistry and cytochemistry : official journal of the Histochemistry Society.

[105]  Ramakant Nevatia,et al.  Locating Object Boundaries in Textured Environments , 1976, IEEE Transactions on Computers.

[106]  Azriel Rosenfeld,et al.  Scene Labeling by Relaxation Operations , 1976, IEEE Transactions on Systems, Man, and Cybernetics.

[107]  Larry S. Davis,et al.  A survey of edge detection techniques , 1975 .

[108]  R. Haralick,et al.  A spatial clustering procedure for multi-image data , 1975 .

[109]  Azriel Rosenfeld,et al.  Region Extraction by Averaging and Thresholding , 1975, IEEE Transactions on Systems, Man, and Cybernetics.

[110]  Sadakazu Watanabe,et al.  An automated apparatus for cancer prescreening: CYBEST , 1974, Comput. Graph. Image Process..

[111]  Yoram Yakimovsky,et al.  Boundary and Object Detection in Real World Images , 1974, JACM.

[112]  Fumiaki Tomita,et al.  A structural analyzer for a class of textures , 1973, Comput. Graph. Image Process..

[113]  Masahiko Yachida,et al.  Detection of Homogeneous Regions by Structural Analysis , 1973, IJCAI.

[114]  Theodosios Pavlidis,et al.  Segmentation of pictures and maps through functional approximation , 1972, Comput. Graph. Image Process..

[115]  C. Chow,et al.  Automatic boundary detection of the left ventricle from cineangiograms. , 1972, Computers and biomedical research, an international journal.

[116]  Azriel Rosenfeld,et al.  Edge and Curve Detection: Further Experiments , 1972, IEEE Transactions on Computers.

[117]  G. Nagy,et al.  Nonsupervised Crop Classification through Airborne Multispectral Observations , 1972, IBM J. Res. Dev..

[118]  A. Rosenfeld,et al.  Edge and Curve Detection for Visual Scene Analysis , 1971, IEEE Transactions on Computers.

[119]  Manfred H. Hueckel An Operator Which Locates Edges in Digitized Pictures , 1971, J. ACM.

[120]  Worthie Doyle,et al.  Operations Useful for Similarity-Invariant Pattern Recognition , 1962, JACM.

[121]  L. A. Rowe,et al.  Iterative Histogram Modification of Gray Images , 1995 .

[122]  Sankar K. Pal,et al.  Fuzzy models for pattern recognition : methods that search for structures in data , 1992 .

[123]  Bart Kosko,et al.  Neural networks and fuzzy systems: a dynamical systems approach to machine intelligence , 1991 .

[124]  J. A. Hertz,et al.  A network system for image segmentation , 1989, International 1989 Joint Conference on Neural Networks.

[125]  Rama Chellappa,et al.  Edge Detection and Linear Feature Extraction Using a 2-D Random Field Model , 1989, IEEE Trans. Pattern Anal. Mach. Intell..

[126]  Andrew K. C. Wong,et al.  A gray-level threshold selection method based on maximum entropy principle , 1989, IEEE Trans. Syst. Man Cybern..

[127]  Yoh-Han Pao,et al.  Adaptive pattern recognition and neural networks , 1989 .

[128]  S. D. Bedrosian,et al.  Experimentally derived fuzzy membership function for gray level images , 1988 .

[129]  Teuvo Kohonen,et al.  Self-Organization and Associative Memory , 1988 .

[130]  Stuart German,et al.  Stochastic relaxation, Gibbs distributions, and the Bayesian restoration of images , 1988 .

[131]  Haluk Derin,et al.  Modeling and Segmentation of Noisy and Textured Images Using Gibbs Random Fields , 1987, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[132]  J. Mantas,et al.  Methodologies in pattern recognition and image analysis - A brief survey , 1987, Pattern Recognit..

[133]  King-Sun Fu,et al.  Image segmentation by syntactic method , 1987, Pattern Recognit..

[134]  Josef Kittler,et al.  Minimum error thresholding , 1986, Pattern Recognit..

[135]  Robert L. Cannon,et al.  Iterative fuzzy image segmentation , 1985, Pattern Recognit..

[136]  TING-CHUEN PONG,et al.  Experiments in segmentation using a facet model region grower , 1984, Comput. Vis. Graph. Image Process..

[137]  Robert M. Haralick,et al.  Automatic multithreshold selection , 1984, Comput. Vis. Graph. Image Process..

[138]  Robert M. Haralick,et al.  Digital Step Edges from Zero Crossing of Second Directional Derivatives , 1984, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[139]  Sankar K. Pal,et al.  On Edge Detection of X-Ray Images Using Fuzzy Sets , 1983, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[140]  Azriel Rosenfeld,et al.  Pixel Classification Based on Gray Level and Local ``Busyness'' , 1982, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[141]  Azriel Rosenfeld,et al.  Split-and-link algorithms for image segmentation , 1982, Pattern Recognit..

[142]  Abraham Kandel,et al.  Fuzzy techniques in pattern recognition , 1982 .

[143]  Azriel Rosenfeld,et al.  Threshold Selection Using Quadtrees , 1982, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[144]  King-Sun Fu,et al.  A survey on image segmentation , 1981, Pattern Recognit..

[145]  Vartkes Goetcherian,et al.  From binary to grey tone image processing using fuzzy logic concepts , 1980, Pattern Recognit..

[146]  R. Haralick Edge and region analysis for digital image data , 1980 .

[147]  N. Otsu A threshold selection method from gray level histograms , 1979 .

[148]  Azriel Rosenfeld,et al.  Some experiments on variable thresholding , 1979, Pattern Recognit..

[149]  T. W. Ridler,et al.  Picture thresholding using an iterative selection method. , 1978 .

[150]  Theodosios Pavlidis,et al.  Structural pattern recognition , 1977 .

[151]  Azriel Rosenfeld,et al.  Digital Picture Processing , 1976 .

[152]  Ian T. Young,et al.  Localization of Cellular Structures , 1975, IEEE Transactions on Biomedical Engineering.

[153]  Ronald Bert Ohlander,et al.  Analysis of natural scenes. , 1975 .

[154]  V.,et al.  A Spatial Thresholding Method for Image Segmentation , 2022 .