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Download e-book for kindle: Automatic Generation of Morphological Set Recognition by Robert C. Vogt

By Robert C. Vogt

ISBN-10: 1461396522

ISBN-13: 9781461396529

ISBN-10: 1461396549

ISBN-13: 9781461396543

Since the early days of pcs, desktop studying and automated programming have attracted researchers in desktop technological know-how and similar fields, fairly trend reputation and automated keep an eye on conception. many of the studying ideas in desktop belief were encouraged by way of trend acceptance ways that depend on statistical ideas. those statistical options have applicability in restricted popularity projects. automated programming in belief structures has in general been restricted to interfaces that permit effortless specification of the duty utilizing normal language. sincerely, computer studying and automated programming could make percep­ tion platforms robust and straightforward to take advantage of. Vogt's e-book addresses either those projects within the context of computing device imaginative and prescient. He makes use of morphological operations to enforce his strategy which was once built for fixing the figure-ground challenge in photos. His approach selects the right kind se­ quence of operators to simply accept or reject pixels for fmding gadgets in a picture. The series of operators is chosen after a person specifies what the right kind items are. at the floor it can look that the matter solved by means of the approach isn't very fascinating, although, the contribution ofVogt' s paintings shouldn't be judged by way of the photographs that the approach can section. Its genuine contribution is in demonstrat­ ing, very likely for'the frrst time, that computerized programming is feasible in desktop imaginative and prescient structures. the choice of morphological operators demonstrates that to enforce an automated programming-based process, operators whose habit is obviously outlined within the photograph area are required.

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Additional resources for Automatic Generation of Morphological Set Recognition Algorithms

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This system does not do any problem analysis or search for an algorithm. Another paper by Haas [1987] creates programs to measure important features of binary objects or configurations of them. The objects are modeled using context-free attribute grammars, and this, combined with hardware for doing binary template matching, are used to recognize the objects, before making the goal measurements. Once again, this type of system does more of a translation of a high-level program into a lower-level one, using the object grammar descriptions in the process, than it does a true search.

To define the problem domain of the system to be implemented for automatically generating set recognition algorithms based on mathematical morphology. 2. To describe the theory behind this activity, including a model of the algorithm development process, and arguments that the search process proposed is equivalent to an exhaustive search, in that it will not miss any correct solutions. 3. To implement a system for the selected problem domain, and describe its components and operation. 4. To present results showing that the implemented system is indeed capable of solving set recognition problems within its domain automatically, and that it does so in a manner significantly faster than what could be obtained by an exhaustive search.

The concept of 'band' operations is also introduced, something which is central to the operation of the REM system and the basis of the target language it uses for constructing algorithms. Chapter 3 discusses the theory needed for solving set recognition problems formally-the data structures required and the different elements of the search process. The chapter begins by presenting a few simple examples to illustrate the types of problems we want to be able to solve, the effects of some of the operations, and the mathematical representation of the algorithms.

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Automatic Generation of Morphological Set Recognition Algorithms by Robert C. Vogt

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