Automatic Generation of Morphological Set Recognition by Robert C. Vogt

By Robert C. Vogt

Because the early days of pcs, computing device studying and automated programming have attracted researchers in desktop technological know-how and similar fields, quite trend reputation and automated keep watch over conception. many of the studying strategies in computing device notion were encouraged by way of trend popularity methods that depend on statistical thoughts. those statistical options have applicability in constrained reputation projects. automated programming in notion platforms has in general been restricted to interfaces that let effortless specification of the duty utilizing usual language. truly, computer studying and automated programming could make percep­ tion structures robust and simple to take advantage of. Vogt's booklet addresses either those projects within the context of laptop imaginative and prescient. He makes use of morphological operations to enforce his strategy which used to be built for fixing the figure-ground challenge in pictures. His procedure selects the proper se­ quence of operators to just accept or reject pixels for fmding items in a picture. The series of operators is chosen after a person specifies what the proper gadgets are. at the floor it could actually seem that the matter solved by way of the approach isn't very attention-grabbing, notwithstanding, the contribution ofVogt' s paintings shouldn't be judged via the pictures that the method can phase. Its actual contribution is in demonstrat­ ing, in all probability for'the frrst time, that automated programming is feasible in laptop imaginative and prescient platforms. the choice of morphological operators demonstrates that to enforce an automated programming-based strategy, operators whose habit is obviously outlined within the snapshot area are required.

Show description

Read Online or Download Automatic Generation of Morphological Set Recognition Algorithms (Springer Series in Perception Engineering) PDF

Similar imaging systems books

Morphological Image Analysis: Principles and Applications

From reports of the 1st version: "This is a scholarly journey de strength in the course of the international of morphological snapshot research […]. i like to recommend this e-book unreservedly because the most sensible one i've got encountered in this specific subject […]" BMVA information

Handbook of Optical and Laser Scanning, Second Edition (Optical Science and Engineering)

From its preliminary booklet titled Laser Beam Scanning in 1985 to guide of Optical and Laser Scanning, now in its moment version, this reference has saved pros and scholars on the leading edge of optical scanning know-how. rigorously and meticulously up to date in every one new release, the e-book remains to be the main entire scanning source out there.

2D and 3D Image Analysis by Moments

Offers contemporary major and speedy improvement within the box of 2nd and 3D photograph research second and 3D photograph research via Moments, is a distinct compendium of moment-based photo research consisting of conventional tools and in addition displays the newest improvement of the sector. The e-book provides a survey of 2nd and 3D second invariants with admire to similarity and affine spatial adjustments and to picture blurring and smoothing through a variety of filters.

Extra info for Automatic Generation of Morphological Set Recognition Algorithms (Springer Series in Perception Engineering)

Sample text

Operation Classes ami Propertip~ relationships and information about shape, the morphological approach to image analysis has been constructed precisely to answer questions about shape in a rigorous mathematical way. Its hallmark is to make use of specifically shaped probes, called structuring elements, or simply stelts, to extract different kinds of shape information from images. In the following sections of this chapter we will see how this is done. 3 Operation Classes and Properties Before we look at morphological image operations in detail we need to define some terminology relating to the general classes that image operations fall into, and the types of algebraic properties which they can have.

For one dimension, there is only one possible grid-a linear sequence of blocks. In two dimensions, however, the grid may be either a square raster array, or a hexagonal honeycomb array. In three dimensions there are four possible grids which can be used [Serra 1982, p. 196]. While the hexagonal grid offers certain advantages over the square one in two dimensions, particularly with respect to connectivity questions, it is a little more difficult to represent and to work with. In this book, I will consider only square grid images.

Alternatively, the area or volume left after the erosion expresses the probability that a shape S placed at random in the space is completely contained within X: (X ® 8) = {p I X 2 8p } The Minkowski addition and subtraction by S do not have such clear probabalistic interpretations in terms of S and X, which is why the erosion and dilation are more commonly used. 7. Translation-Based MorphoJo~y Operations in the large majority of practical situations. The importance of defining the Minkadd and Minksub operations is that they express the simple concepts of union and intersection of translations on which all of the morphological operations are based, and because the Minkadd is useful in building larger structuring elements from smaller ones.

Download PDF sample

Rated 4.57 of 5 – based on 19 votes