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Robert M. Haralick (born 1943) is Distinguished Professor in
Computer Science Computer science is the study of computation, automation, and information. Computer science spans theoretical disciplines (such as algorithms, theory of computation, information theory, and automation) to Applied science, practical discipli ...
at Graduate Center of the
City University of New York The City University of New York ( CUNY; , ) is the public university system of New York City. It is the largest urban university system in the United States, comprising 25 campuses: eleven senior colleges, seven community colleges and seven pro ...
(CUNY). Haralick is one of the leading figures in
computer vision Computer vision is an interdisciplinary scientific field that deals with how computers can gain high-level understanding from digital images or videos. From the perspective of engineering, it seeks to understand and automate tasks that the human ...
,
pattern recognition Pattern recognition is the automated recognition of patterns and regularities in data. It has applications in statistical data analysis, signal processing, image analysis, information retrieval, bioinformatics, data compression, computer graphics ...
, and
image analysis Image analysis or imagery analysis is the extraction of meaningful information from images; mainly from digital images by means of digital image processing techniques. Image analysis tasks can be as simple as reading bar coded tags or as soph ...
. He is a Fellow of the
Institute of Electrical and Electronics Engineers The Institute of Electrical and Electronics Engineers (IEEE) is a 501(c)(3) professional association for electronic engineering and electrical engineering (and associated disciplines) with its corporate office in New York City and its operation ...
(IEEE) and a Fellow and past president of the
International Association for Pattern Recognition The International Association for Pattern Recognition (IAPR), founded in 1978 by Purdue University computer scientist King-Sun Fu, is an international association of non-profit, scientific, or professional organizations (being national, multi-natio ...
. Prof. Haralick is the ''
King-Sun Fu King-Sun Fu (; October 2, 1930 – April 29, 1985) was a Chinese-born American computer scientist. He was a Goss Distinguished Professor at Purdue University School of Electrical and Computer Engineering in West Lafayette, Indiana. He was instru ...
Prize winner of 2016'', "for contributions in image analysis, including remote sensing, texture analysis, mathematical morphology, consistent labeling, and system performance evaluation".


Biography

Haralick received a B.A. degree in mathematics from the
University of Kansas The University of Kansas (KU) is a public research university with its main campus in Lawrence, Kansas, United States, and several satellite campuses, research and educational centers, medical centers, and classes across the state of Kansas. T ...
in 1964, a B.S. degree in
electrical engineering Electrical engineering is an engineering discipline concerned with the study, design, and application of equipment, devices, and systems which use electricity, electronics, and electromagnetism. It emerged as an identifiable occupation in the l ...
in 1966, and a M.S. degree in electrical engineering in 1967. In 1969, after completing his Ph.D. at the
University of Kansas The University of Kansas (KU) is a public research university with its main campus in Lawrence, Kansas, United States, and several satellite campuses, research and educational centers, medical centers, and classes across the state of Kansas. T ...
, he joined the faculty of the electrical engineering department, serving as professor from 1975 to 1978. In 1979 Haralick joined the electrical engineering department at
Virginia Polytechnic Institute Virginia Tech (formally the Virginia Polytechnic Institute and State University and informally VT, or VPI) is a public land-grant research university with its main campus in Blacksburg, Virginia. It also has educational facilities in six re ...
and State University, where he was a professor and director of the spatial data analysis laboratory. From 1984 to 1986 Haralick served as vice president of research at Machine Vision International, Ann Arbor, MI. Haralick occupied the Boeing Clairmont Egtvedt Professorship in the department of electrical engineering at the
University of Washington The University of Washington (UW, simply Washington, or informally U-Dub) is a public research university in Seattle, Washington. Founded in 1861, Washington is one of the oldest universities on the West Coast; it was established in Seatt ...
from 1986 through 2000. At UW, Haralick was an adjunct professor in the computer science department and the bioengineering department. In 2000 Haralick accepted a Distinguished Professorship position at the computer science department of the Graduate Center,
City University of New York The City University of New York ( CUNY; , ) is the public university system of New York City. It is the largest urban university system in the United States, comprising 25 campuses: eleven senior colleges, seven community colleges and seven pro ...
.


Contributions

Haralick began his work as one of the principal investigators of the NASA ERTS satellite data doing
remote sensing Remote sensing is the acquisition of information about an object or phenomenon without making physical contact with the object, in contrast to in situ or on-site observation. The term is applied especially to acquiring information about Ear ...
image analysis. Haralick has made a series of contributions in the field of
computer vision Computer vision is an interdisciplinary scientific field that deals with how computers can gain high-level understanding from digital images or videos. From the perspective of engineering, it seeks to understand and automate tasks that the human ...
. In the high-level vision area, he has worked on inferring 3D geometry from one or more perspective projection views. He has also identified a variety of vision problems which are special cases of the consistent labeling problem. His papers on consistent labeling, arrangements, relation homomorphism, matching, and tree search translate some specific computer vision problems to the more general combinatorial consistent labeling problem and then discuss the theory of the look-ahead operators that speed up the tree search. The most basic of these is called Forward Checking. This gives a framework for the control structure required in high-level vision problems. He has also extended the forward-checking tree search technique to propositional logic. In the low-and mid-level areas, Haralick has worked in image texture analysis using spatial gray tone co-occurrence texture features. These features have been used with success on biological cell images, x-ray images, satellite images, aerial images and many other kinds of images taken at small and large scales. In the feature detection area, Haralick has developed the facet model for
image processing An image is a visual representation of something. It can be two-dimensional, three-dimensional, or somehow otherwise feed into the visual system to convey information. An image can be an artifact, such as a photograph or other two-dimensio ...
. The facet model states that many low-level image processing operations can be interpreted relative to what the processing does to the estimated underlying gray tone intensity surface of which the given image is a sampled noisy version. The facet papers develop techniques for edge detection, line detection, noise removal, peak and pit detection, as well as a variety of other topographic gray tone surface features. Haralick's work in shape analysis and extraction uses the techniques of mathematical morphology. He has developed the morphological sampling theorem which establishes a sound shape/size basis for the focus of attention mechanisms which can process image data in a multiresolution mode, thereby making some of the image feature extraction processes execute more efficiently. He has also developed recursive morphological algorithms for the computation of opening and closing transforms. The recursive algorithms permit all possible sized openings or closings for a given structuring element to be computed in constant time per pixel. He also developed statistical morphological methodologies for image analysis and noise removal. and noise removal In the area of document image understanding, Haralick is responsible for the development of comprehensive ground-truthed databases consisting of over 1500 document images, most in English and some in Japanese. The databases are issued on CD-ROMs and are used all around the world by people developing character recognition methodologies and techniques for document image structural decomposition. He has developed algorithms for document image skew angle estimation, zone delineation, and word and text line
bounding box In geometry, the minimum or smallest bounding or enclosing box for a point set in dimensions is the box with the smallest measure (area, volume, or hypervolume in higher dimensions) within which all the points lie. When other kinds of measure ...
delineation. In a series of papers, Haralick has helped influence the computer vision community to be more sensitive to the needs of computer vision performance characterization and covariance propagation for without this kind of analysis Computer Vision has no robust theory. Haralick has contributed to the medical image analysis area particularly working with X-ray ventriculargrams . and echocardiography, These papers developed techniques to identify and delineate anatomically accurate boundaries for the left ventricle of the heart. His most recent work is in the pattern recognition area, particularly in the manifold clustering of high-dimensional data sets, the application of pattern recognition to mathematical combinatorial problems and in the area of
Torah codes The Torah (; hbo, ''Tōrā'', "Instruction", "Teaching" or "Law") is the compilation of the first five books of the Hebrew Bible, namely the books of Genesis, Exodus, Leviticus, Numbers and Deuteronomy. In that sense, Torah means the sa ...
popularly called
Bible code The Bible code ( he, הצופן התנ"כי, ), also known as the Torah code, is a purported set of encoded words within a Hebrew text of the Torah that, according to proponents, has predicted significant historical events. The statistical lik ...
s. In this area he has co-authored a book with Eliyahu Rips, one of the coauthors of the original ''Statistical Sciences'' paper. Haralick's research has helped develop sophisticated algorithmic and statistical methodology for Torah code experiments, methodology that he claims can differentiate between the tables that are depicted as encodings in books like ''Moby Dick'' and ''War and Peace'' from those encodings that occur in the Torah text.Testing The Torah Code Hypothesis: The Experimental Protocol, International Conference on Pattern Recognition, Vol. 3, 2006, pp. 110-115. Haralick is a Fellow of
IEEE The Institute of Electrical and Electronics Engineers (IEEE) is a 501(c)(3) professional association for electronic engineering and electrical engineering (and associated disciplines) with its corporate office in New York City and its operati ...
for his contributions in computer vision and image processing and a Fellow of the
International Association for Pattern Recognition The International Association for Pattern Recognition (IAPR), founded in 1978 by Purdue University computer scientist King-Sun Fu, is an international association of non-profit, scientific, or professional organizations (being national, multi-natio ...
(IAPR) for his contributions in pattern recognition, image processing, and for service to IAPR. He served as president of IAPR from 1996 to 1998. He has served on the editorial board of "IEEE Transactions on Pattern Analysis and Machine Intelligence" and has been the computer vision area editor for ''
Communications of the ACM ''Communications of the ACM'' is the monthly journal of the Association for Computing Machinery (ACM). It was established in 1958, with Saul Rosen as its first managing editor. It is sent to all ACM members. Articles are intended for readers wi ...
'' and as an associate editor for ''Computer Vision, Graphics, and Image Processing'', ''The IEEE Transactions on Image Processing'' and ''Pattern Recognition''. He served on the editorial board of ''Real Time Imaging'' and the editorial board of ''Electronic Imaging''. His publications include over 570 archival papers, book chapters, conference proceedings and books. The science citation index lists over 6300 references to his papers. Haralick has been recognized for his academic research in the Marquis Who's Who books. He is listed in the current editions for ''Who's Who in the East'', ''Who's Who in America'', and ''Who's Who in the World''.


Works

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See also

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Optical character recognition Optical character recognition or optical character reader (OCR) is the electronic or mechanical conversion of images of typed, handwritten or printed text into machine-encoded text, whether from a scanned document, a photo of a document, a sc ...
*
Robotics Robotics is an interdisciplinary branch of computer science and engineering. Robotics involves design, construction, operation, and use of robots. The goal of robotics is to design machines that can help and assist humans. Robotics integrat ...


References


External links


Haralick publication websiteTorah code websiteKabbalah, Torah, and Torah code website
* {{DEFAULTSORT:Haralick, Robert Living people 1943 births Fellow Members of the IEEE Fellows of the International Association for Pattern Recognition City University of New York faculty University of Kansas alumni University of Washington faculty