Artificial intelligence in camera detection
Challenge
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It should be possible to carry out the steps of the inspection at the ICE4 using AI procedures in order to enable the automation of the inspection.
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The approaches developed should be so universal that they can be transferred to other series with less effort
Solution
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Object recognition for all components to be found
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Anomaly detection for all operations performed
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Graphical tools for testing and evaluating the generated models
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Tensorflow-based machine learning environment for computer vision use cases (other technologies: MLFlow, CVAT, S3, MSSQL)
Result
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In-depth understanding of the structure of the ICE4 and the work steps to be carried out
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Modular and flexibly adaptable to other/new work steps toolbox for camera exploration allows porting our solution to other train types and other use cases
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Even the intermediate results of the anomaly detection can support factory employees in their findings
Are you interested in your own use cases?