How To Program With Adaptive Vision Studio
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- Emmeline Sanders
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1 Studio 4 intuitive powerful adaptable software for machine vision engineers
2 Introduction Adaptive Vision Studio Adaptive Vision Studio software is the most powerful graphical environment for machine vision engineers. It is based on dataflow and comes with a comprehensive set of powerful, ready-for-use image analysis filters. Its unique strength lies in its focus on professional users it allows you to create typical applications easily, but at the same time makes it possible to efficiently develop highly customized and large-scale projects. Features Drag and Drop All programming is done by choosing filters and connecting them with each other. You can focus all your brain power on computer vision Ready-for-Use Filters There are more than a thousand ready-for-use machine vision filters. They are organized into a well-defined category structure and comply to clear and consistent naming conventions. You Can See Everything As the application is optimized for the needs of computer vision professionals, all intermediate results can be viewed and analysed, and parameters can be adjusted in real time. Hardware Acceleration The filters are aggressively optimized for the SSE technology and for multicore processors. Our implementations are ones of the fastest in the world. HMI Designer You can easily create custom graphical user interfaces and thus build the entire machine vision solution using a single software package. Comprehensive Set of Data Types You can process not only images, but also regions, paths, geometrical primitives, profiles, histograms and more. Loops and Conditions Without writing a single line of code, you can create arbitrarily complex algorithms. Loops and conditions are created implicitly with appropriate data connections. Any-shape ROIs Image processing operations can be performed on entire images or within regions of arbitrary shape. Version Control Friendly The files created by Adaptive Vision Studio have a textual format and thus allow for the use of version control systems like SVN and Git. Macrofilters Large programs can be organized into small, easy to understand portions - macrofilters. User Filters You can use user filters to integrate your own C/C++ code with the benefits of visual programming. Test Driven Development A single project can contain multiple programs. The recommended strategy is to have a set of programs that test the algorithms on a set of images representing all possible variations. Assertion filters are used as the check points. Modules A collection of related macrofilters can be moved to a separate file. This constitutes a module that can be shared among many different projects. GigE Vision and GenTL Support Adaptive Vision Studio is a GigE Vision compliant product, supports the GenTL interface, as well as a number of vendor-specific APIs. C++ and.net generator Programs created in Adaptive Vision Studio can be exported to C++ code or to.net assemblies for easy integration with bigger software projects. Overview
3 Workflow Design the algorithm Creating vision algorithms consists in repeating three intuitive steps: Drag & drop filters from the toolbox to the program editor. Drag & drop connections between the filters or set constant input values. Drag & drop filter outputs to data preview panels for interactive analysis. The only expertise users need to have is about the core art of computer vision which filters to connect and how. And yet another great feature of Adaptive Vision Studio is that you can develop this competence quickly through intuitive experimentation. Create a custom HMI Creating a custom graphical user interface is just as easy: Drag & drop controls from the control catalog to the HMI panel. Set the controls properties. Drag & drop connections between the filters and the controls. Note that you can also easily integrate your algorithm with an HMI created in C++ or C#. Deploy When the program is ready, you can export it to a runtime executable and deploy it on a PC-based industrial computer or on a smart camera such as CORSIGHT from NET or NEON from Adlink. Workflow
4 Data Flow Programming Introduction Macrofilters Adaptive Vision Studio is a drag and drop environment designed for machine vision professionals. Experience in low-level programming is not required. Nevertheless, it is a fully fledged visual programming language and you have to understand its 4 core concepts: Data, Filters, Connections and Macrofilters. Macrofilters provide a means for building large real-life programs. They are reusable subprograms with their own inputs and outputs, and as a whole they can be used just as any regular filter. Moreover, macrofilters can perform iterative computations with state registers, thus providing an elegant way to create programs of any complexity. Data & Filters Filters are the basic data processing elements in the data flow driven programming. In a typical machine vision application input images are tranformed by a sequence of filters into regions, contours, geometrical primitives and then into final results such as a pass/fail indication. Adaptive Vision Studio also supports data collections (arrays) and filters that store information between consecutive iterations to compute aggregate results. Connections Different types of connections between filters support: basic flow of data, automatic conversions, for-each processing and conditional processing. The connection types are inferred automatically on the do what I mean basis. More information can be found on our web page and in the user manual. 4 Data Flow Programming
5 Tutorial Here is a simple example of a data-flow driven program An image is acquired from a camera: The image is thresholded into a region (a run-length encoded binary image) and then split into connected components: ClassifyRegions filter analyzes the elongation feature of each component: { 9.554, 9.4,.866,...} 4...and splits the array of regions into arrays of accepted and rejected elements accordingly to the specified range: 5 Finally the bounding circles of the accepted objects are drawn: Data Flow Programming 5
6 Capabilities Filters There are over 000 filters encompassing both basic transforms and specialized machine vision tools. Image Processing Blob Analysis Contour Analysis Planar Geometry Shape Fitting Camera Calibration Fourier Analysis Hough Transform Barcode Reading Data Code Reading Corner Detection D Profile Analysis D Measurements D Measurements Gray-based Template Matching Edge-based Template Matching Histogram Analysis OCR Machine Learning GigE Vision and GenTL Performance FILTER AVS 4.0 ANOTHER PRODUCT OPENCV.4.6 Image negation ms 0.0 ms ms The filters of Adaptive Vision Studio are highly optimized for modern multicore processors with SSE technology. Speed-up factors that can be achieved are however highly dependent on the particular operator. Simple pixel-by-pixel transforms after the SSE-based optimizations already reach memory bandwidth limits. On the other hand, more complex filters such as gauss smoothing can achieve even 0 times lower execution times than with C++ optimizations only. Image difference Rgb to Hsv conversion Gauss filter x Gauss filter 5x5 Gauss filter x ms 0.6 ms 0.06 ms 0.07 ms ms 0.5 ms.4 ms 0.90 ms 0. ms.85 ms ms ms 0.49 ms 0.66 ms. ms Speed Up Factors Image erosion x ms 0.7 ms 0.56 ms SmoothImage_Gauss SSE SSE + 4 Cores Image erosion 5x5 Threshold to region ms 0.06 ms 0.8 ms 0.0 ms 0.09 ms SmoothImage_GaussFast Bilinear image resize 0.05 ms 0.7 ms 0.4 ms Splitting region into blobs 0.09 ms 0.08 ms RotateImage ThresholdImage The above results correspond to 640x480 resolution, xuint8 on an Intel Core i7 -.4 GHz (4 cores) machine. To assure the most precise results big images were tested and the results were normalized. Note also that the functions from the different libraries do not always produce exactly the same output data. 6 Capabilities
7 More than Visual Programming Large-Scale Projects One of the most distinguishing features of Adaptive Vision Studio is its applicability for large-scale projects. It has been used to build algorithms composed of hundreds of tools and in systems that required maintenance of many different product versions. Creating such systems is possible due to the feature of modules, hierarchical view of the program structure, version control friendly file format and support for test-driven development. User Filters User filters allow C++ programmers to integrate their existing or new code with the benefits of the rapid graphical development. It works with Microsoft Visual C++ (including Express edition). To add a new user filter click File / Add New Filter to have a sample C++ filter ready and functional in less than 0 seconds. Then on you can work side by side in both enviroments and have your filters automatically reloaded each time you build the C++ project. Adaptive Vision Library Adaptive Vision Library is a tool for C++ and.net programmers available as a single DLL file with appropriate headers. The design is simple for each filter of Adaptive Vision Studio there is a corresponding function in Adaptive Vision Library with several input and output parameters corresponding to the input and output ports of the filter. The C++ code or a.net assembly can also be generated automatically from algorithms created with Adaptive Vision Studio. This creates a unique possibility to create a program in a graphical environment and then compile it to a native Windows executable. More than Visual Programming 7
8 About Adaptive Vision Adaptive Vision is a reliable supplier of high quality machine vision software and libraries. Our team has been concentrating on creating computer vision software designed for specific applications for the last 4 years. Initially, we have built our expertise in projects related to intelligent video surveillance, biometric systems and medical imaging, which were delivered under individual contracts with companies from the UK. In 007 we have moved our focus to industrial vision systems and today we deliver standard software products for this market. Looking for Developers? We also operate as a team of programmers supporting machine builders and system integrators in developing bespoke machine vision algorithms and solutions. Moreover, as a part of Future Processing Sp. z o. o., one of the leading European software outsourcing companies, we can also offer you highly scalable services in general software engineering. Contact Adaptive Vision Future Processing Sp. z o. o. ul. Bojkowska 7A Gliwice, Poland Tel: Fax: [email protected] 8 More than Visual Programming
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