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Pavement Crack Detection Deep Learning Module Not Picking Up Obvious Cracks

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07-17-2024 01:29 PM
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Katherine_Rudzki
Emerging Contributor

Hello, I'm new to using Deep Learning tools in ArcGIS Pro. The model I used was "Pavement Crack Detection". 

I used drone imagery with less than 2cm resolution. I tried different iterations, like zooming in closer, setting a threshold, and setting some different environments. All of them returned the same lines. Is there a reason that it isn't picking up the areas circled in red below? 

Capture.PNG

 Thank you!

 

5 Replies
PavanYadav
Esri Regular Contributor

@Katherine_Rudzki I've shared this issue with the team that maintain the model. thanks for reporting it.  

Pavan Yadav
Product Engineer at Esri
AI for Imagery
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KhaledAlhozDVDev
New Contributor

This model is totally useless.

Cracks are not detected! Hope you would solve this fast

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PriyankaTuteja
Esri Contributor

Hello @Katherine_Rudzki  @KhaledAlhozDVDev Could you share the imagery for reproducing this issue? Please feel free to reach out to me at ptuteja@esri.com if you have any questions.

 

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JacobPerez5
New Contributor

I am also experiencing issues with the tool failing to detect cracks in our dataset. The imagery was captured using an Autel Evo II Pro drone at 150 ft and 400 ft AGL, producing TIFF images mosaiced in PIX4D, with a native cell size of approximately 0.01384 meters in both the X and Y directions. We understand that the DLP was trained on imagery with a 2 cm per pixel resolution (0.02 meters). To align with the model's expected scale, we attempted to resample our TIFFs to 0.02 meters; however, the results were the same, and the tool does not detect most cracks after resampling. I did go through all the steps of installing the Deep learning Libraries. Has anyone found a solution?

 

JacobPerez5_0-1748356508196.png

 

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Egelkroutk
New Contributor

Unfortunately I'm in a similar boat... I'm curious to know if anyone has been able to successfully run this model and obtain somewhat accurate results. The description of the model is very promising, but the model itself leaves much to be desired.

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