Our customer now uses DataSeer in brownfield engineering projects or during bid phases where P&ID diagrams are typically not available in CAD source formats. The machine learning system also allows the customer’s process engineers to extract information from diagram raw images with up to 90% reduction in total processing time. The performance varies depending on diagram complexity.
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Through its human-guided search-and-review feature, the customer’s user can provide symbol examples or text patterns for search, while allowing for as much human inspection time as needed.Ĭompared to a 100% manual approach of information extraction by a process engineer, DataSeer reduces the time taken to extract line numbers by more than 90% and valves and instruments by more than 70%. This is done in a rotation and scale-invariant way, across diagrams of different styles and thus reduce fatigue-induced human error as well as overall processing time. Its ability to accept any format gives you a wide room to use a huge range of formats as a source while playing your role in any diverse work environment. According to experts it is accurate up to 98.
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The product, DataSeer, automatically detects and identifies all instances of relevant symbols and associated text. Free OCR to Word is the best free OCR software that scores exceptionally well when it comes to accuracy.
To tackle this problem, we developed a machine learning application that effectively extracts information from Piping & Instrumentation diagrams (P&IDs) and other engineering drawings by leveraging deep learning models along with the computer vision techniques.
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