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Issue with Deep Learning Object Detection in ArcGIS Pro 3.5.1

alaminsuryarachman

Hello, I have a question.
I’ve trained a deep learning object detection model using ArcGIS Pro 3.5.1. However, when I try to apply the model to raster data, the result comes out blank — no detections at all.

Interestingly, when I run the same model on ArcGIS Pro 3.4, it works perfectly.

Has anyone experienced this issue with version 3.5.1? Could this be a compatibility issue, or is there something I might be missing in the configuration?

Any insights or suggestions would be greatly appreciated. Thank you!

Screenshot 2025-06-05 000219.png

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ShivaniPathak

Hi @J_Henry, @NicholasSpencer and @alaminsuryarachman, I am able to reproduce this issue empty geometry issue happens when the input raster coordinate system is in Geographic Coordinate System (i.e.4326 ), for the time being can you please reproject the input raster to Projected Coordinate System (i.e. WGS 1984 Web Mercator (Auxiliary Sphere), NAD 1983 StatePlane California V FIPS 0405 (US Feet) and NAD 1983 UTM Zone 11N) and use it to extract the features using the deep learning model.

J_Henry

Hi,

I am having a similar issue. After running the Detect Objects Using Deep Learning tool I get the Shape_Length and Shape_Area fields as zero for all the features and none of the features appear on the map.

Running ArcGIS Pro 3.5.3 and Deep Learning Libraries 3.5.

ShivaniPathak

@NicholasSpencer, I haven't been able to replicate this on my side. Could you provide a subset of the raster you’re working with?

NicholasSpencer

Hi,

New project created within Pro 3.5.2.

Thanks,

ShivaniPathak

Hi @NicholasSpencer,

Can you please confirm whether you are facing this in the older pro project (created with old pro version) or a new project created in ArcGIS Pro 3.5.2?

NicholasSpencer

Hi there @alaminsuryarachman , I have had a similar experience. I have run models in the past (trained and then run). Worked perfectly fine.

Came back to do some object detection using the latest update of ArcPro and I have experienced the same issue as you. The model generates the features without any geometry. Even using the pre-trained models that esri offers. Did you get to the bottom of your issue?

I have a fresh install of ArcPro 3.5.2 on a new machine. With a fresh install of the deeplearning frameworks also.

I will be very disappointed if this is not a 'me issue' as I would have wasted a day trying to troubleshoot something I cannot fix...

Best,

ShivaniPathak

Hi @alaminsuryarachman,

Could you try creating a new project and use the Detect Objects Using Deep Learning tool within that new project?

alaminsuryarachman

Yes, I’ve already installed the deep learning frameworks correctly and was able to train the model successfully.

However, when I use the model to detect objects, the output appears blank. The attribute table is generated, but the Shape_Length and Shape_Area fields are empty, and no visible features appear in the layer — as shown in the screenshot I attached.

Any idea what might be causing this in ArcGIS Pro 3.5.1?
Thanks in advance!

danretired

Esri/deep-learning-frameworks: Installation support for Deep Learning Frameworks for the ArcGIS System

did you follow the instructions for updating to the 3.5 frameworks? (download is there as well)

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