Deep Learning Detect Objects - single feature query

jennywilliams — Thu, 27 Jun 2024 17:12:44 GMT

I have one feature that I am trying to extract from all my images (UAV imagery at 0.04m pixel). I have approximately 150 training samples of that feature from which 81 chips have been created (though 2 are not right). However, when I Train the Deep Learning Model I get empty performance values for each Epoch, and when I look at the model_metrics the graphics are empty, with just the chip images side by side.

When I try to run the Detect Objects on the original training raster, I cannot select my DLPK stored locally, after copying the folder from a server (where it was originally created).

Am I missing a very basic step here?

Thanks

Train Deep Learning Model

=====================

Parameters

Input Training Data G:\Users\jw75kg\Madagascar\Ankarafantiska_2022_2024_GuardianAppeal\Yam\UAV_Assessment\yam_holes_2022_Pachy_Train

Output Folder G:\Users\jw75kg\Madagascar\Ankarafantiska_2022_2024_GuardianAppeal\Yam\UAV_Assessment\yam_holes_2022_Pachy_Train_DLmodel

Max Epochs 20

Model Type FEATURE_CLASSIFIER

Batch Size 64

Model Arguments

Learning Rate

Backbone Model RESNET34

Pre-trained Model

Validation % 10

Stop when model stops improving STOP_TRAINING

Output Model G:yam_holes_2022_Pachy_Train_DLmodel.dlpk

Freeze Model FREEZE_MODEL

Data Augmentation DEFAULT

Augmentation Parameters

Chip Size 256

Resize To

Weight Initialization Scheme

Monitor Metric VALID_LOSS

=====================

Environments

Processor Type GPU

=====================

Messages

Start Time: 07 June 2024 16:36:46

Learning Rate - slice(2.51188643150958e-08, 2.51188643150958e-07, None)

epoch training loss validation loss accuracy multi_label_fbeta time

0 0.0 NA 00:00:03

1 0.0 NA 00:00:02

2 0.0 NA 00:00:02

3 0.0 NA 00:00:02

4 0.0 NA 00:00:02

5 0.0 NA 00:00:02

6 0.0 NA 00:00:02

{}

Succeeded at 07 June 2024 16:43:22 (Elapsed Time: 6 minutes 35 seconds)

Re: Deep Learning Detect Objects - single feature query

ShivaniPathak — Mon, 22 Jul 2024 09:01:10 GMT

Hi, if you are still facing this issue, is it possible for you to share the training data.

Re: Deep Learning Detect Objects - single feature query

jennywilliams — Mon, 22 Jul 2024 16:27:44 GMT

Currently with ESRI support, working through a few options. thanks

topic Re: Deep Learning Detect Objects - single feature query in ArcGIS Pro Questions

Deep Learning Detect Objects - single feature query

Re: Deep Learning Detect Objects - single feature query

Re: Deep Learning Detect Objects - single feature query