perClass Mira

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<b>perClass Mira</b> allows anyone to build interpretation solutions for spectral images in an easy-to-use GUI.<br/><b>For whom?</b><ul><li>Industrial practitioners and domain experts can build solutions detecting user-defined materials/defects in spectral images without programming or machine learning know-how</li><li>Researchers and R&D specialists can quickly solve well-defined problems like object segementation, extration of leaves on plants or definition of area of interest by clicking only saving time</li></ul> <b>perClass Runtime</b> provides general environment for deployment (execution) of trained machine learning models on new data. It can be easily called from any application that can call a DLL library. <b>perClass Mira Runtime</b> helps to quickly deploy models build in perClass Mira to production i.e. on a live stream of spectral data. It provides functionality specific to line-scan spectral imaging systems. Namely:<ul><li>processing model for individual spectral frames in a line-scan system</li><li>multiple computational backends including GPU (NVIDIA and OpenCL) and multi-core CPU</li><li>correction of raw data by dark and white references</li><li>extration of objects and their coordinates for an actuator</li></ul> <b>perClass Mira Dev</b> bundles the GUI with software development kit (SDK) and perClass Mira Runtime enabling design and deployment for interpretation solutions to custom applications.<br/><b>For whom?</b>For practitioers who want to design classification solutions by clicking and deploy them in a production (sorting system, plant-phenotyping solutions, recycling applications etc.)<br/>perClass Mira Dev contains both perClass Mira Runtime and perClass Runtime library. <b>perClass Toolbox</b> is a Matlab toolbox with a rich set of practically-oriented tools for building industrial machine learning solutions. It does not require any other Matlab toolbox. <br/><b>For whom?</b> For a researcher who wants to have a full control on machine learning system design (and wants to publish their algorithm designs) Basic understanding on machine learning design methodology is needed (perClass provides regular training courses) <b>perClass Runtime</b> provides general environment for deployment (execution) of trained machine learning models on new data. It can be easily called from any application that can call a DLL library. <b>perClass Pro</b> is a bundle enabling R&D specialists to design custom machine learning solutions in Matlab and deploym them to custom applications without Matlab. <br/><b>For whom?</b> For researchers who want to put their custom algorithm designs into a live production system. <b>perClass Mira Pro</b> combines both the GUI and full-control Matlab-based tools with a development SDK and runtime library.<br/><b>For whom?</b> For researcherers who want to save significant amount of time with a GUI allowing them to solve parts of their solutions with automatic machine learning and wish to have full control on that one specific task where their expertise is needed. They also want to deploy the entire solution to an industrial process on new data.