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How to Resolve Single Shot Detector(SSD) issues

ManojGummadi

Hi,

I am new to Deep Learning and arcgis.learn module. I am following the case study "Palm Tree Detection" . While Running the code the below Error is occurring. How can I Resolve this Issue?

arcgis.learn object detection‌deep_learning arcgis-api-python palm tree-detection‌

ssd‌ single-shot-detector‌ #fastai

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Anonymous User

Manoj have you installed the required dependencies for arcgis.learn. Can you paste the output of command "conda list" here.

DanPatterson_Retired

Contact the people that wrote the lesson (If they are listed) or tech support, there seems to be a lot of fiddly stuff with those deep learning and related modules

ManojGummadi

I tried this as you suggested. But the Errors raised at the time of importing packages. so I Undo the changes

ManojGummadi

I am following the link(https://learn.arcgis.com/en/projects/use-deep-learning-to-assess-palm-tree-health/) from first onwards.

I removed the palm-detection environment.

again created the environment and same packages installed.

This time the error happening in preparedata.

The ArcGIS pro is 2.5 version

Arcgis Python api is 1.7.0 version

the H/W is intel i7-8th generation with NVIDIA GeForce GT 730(Desktop)

The process is in Deadlock.

One thing I really didn't get.

I already ran this case study in my laptop (i7-8th generation and switchable graphics[AMD Radeon]) with 20 epochs.

It ran smoothly. Now I would like to increase the number of epochs to 50. This will take much time to complete the training. So, this time I go with Desktop. Nothing Changed in the process of execution. But the errors are occurring about the Package installations.

How can I resolve this issue?

Are there any Hardware Setting changes needed?

DanPatterson_Retired

Did you set up your environment properly?

Use Deep Learning to Assess Palm Tree Health | Learn ArcGIS

There are issues if you don't have the correct versions set up

For example

Deep Learning to Assess Palm Tree Health: .emd file error

Deep Learning to Assess Palm Tree - prepare_data problem

plus many more.

You might want to look at their github site for various examples and check to see if anything there helps

arcgis-python-api/samples/04_gis_analysts_data_scientists at master · Esri/arcgis-python-api · GitHub

DavidPike

If it's just being passed as a parameter, try = 'RESNET34'

ManojGummadi

Thank you David.

But I Just imported SingleShotDetector function from arcgis.learn. Which is having the modules from pytorch, fastai and scikit-image

DavidPike

From a purely python perspective it's not understanding your class name 'models'.

Try pytorch.models.resnet34 or whatever module you imported.

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