deep learning and advanced augmentation toolbox for wind ...€¦ · deep learning and advanced...
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![Page 1: Deep learning and advanced augmentation toolbox for wind ...€¦ · Deep learning and advanced augmentation toolbox for wind turbine drone inspection analysis DTU Compute, DTU Wind,](https://reader035.vdocuments.site/reader035/viewer/2022071402/60f212d6444d1e35de6d3b48/html5/thumbnails/1.jpg)
Deep learning and advanced augmentation toolbox for wind
turbine drone inspection analysis
DTU Compute, DTU Wind, EasyInspect Aps
ASM Shihavuddin
Xiao Chen
Vladimir Fedorov
Anders Nymark Christensen
Nicolai Andre Brogaard Riis
Kim Branner
Anders Bjorholm Dahl
Rasmus Reinhold Paulsen
![Page 2: Deep learning and advanced augmentation toolbox for wind ...€¦ · Deep learning and advanced augmentation toolbox for wind turbine drone inspection analysis DTU Compute, DTU Wind,](https://reader035.vdocuments.site/reader035/viewer/2022071402/60f212d6444d1e35de6d3b48/html5/thumbnails/2.jpg)
Drone based inspection
• Cheaper
• Faster
• Safer
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https://abjdrones.com/drone-wind-turbine-inspection/
![Page 3: Deep learning and advanced augmentation toolbox for wind ...€¦ · Deep learning and advanced augmentation toolbox for wind turbine drone inspection analysis DTU Compute, DTU Wind,](https://reader035.vdocuments.site/reader035/viewer/2022071402/60f212d6444d1e35de6d3b48/html5/thumbnails/3.jpg)
Manual analysis of inspection images
• Tedious, prone to human error
• Not reproducible
• Expensive
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![Page 4: Deep learning and advanced augmentation toolbox for wind ...€¦ · Deep learning and advanced augmentation toolbox for wind turbine drone inspection analysis DTU Compute, DTU Wind,](https://reader035.vdocuments.site/reader035/viewer/2022071402/60f212d6444d1e35de6d3b48/html5/thumbnails/4.jpg)
Deep learning - learn by example source. Nvidia
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![Page 5: Deep learning and advanced augmentation toolbox for wind ...€¦ · Deep learning and advanced augmentation toolbox for wind turbine drone inspection analysis DTU Compute, DTU Wind,](https://reader035.vdocuments.site/reader035/viewer/2022071402/60f212d6444d1e35de6d3b48/html5/thumbnails/5.jpg)
Deep learning - Faster-RCNN
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![Page 6: Deep learning and advanced augmentation toolbox for wind ...€¦ · Deep learning and advanced augmentation toolbox for wind turbine drone inspection analysis DTU Compute, DTU Wind,](https://reader035.vdocuments.site/reader035/viewer/2022071402/60f212d6444d1e35de6d3b48/html5/thumbnails/6.jpg)
Initial results
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![Page 7: Deep learning and advanced augmentation toolbox for wind ...€¦ · Deep learning and advanced augmentation toolbox for wind turbine drone inspection analysis DTU Compute, DTU Wind,](https://reader035.vdocuments.site/reader035/viewer/2022071402/60f212d6444d1e35de6d3b48/html5/thumbnails/7.jpg)
With pyramid, patching and regular augmentation
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![Page 8: Deep learning and advanced augmentation toolbox for wind ...€¦ · Deep learning and advanced augmentation toolbox for wind turbine drone inspection analysis DTU Compute, DTU Wind,](https://reader035.vdocuments.site/reader035/viewer/2022071402/60f212d6444d1e35de6d3b48/html5/thumbnails/8.jpg)
Thanks
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