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Image Handling - Plot an Image

Is it possible to plot an image to the Results view, especially in the context of the Image Handling Extension? I know that there is an option to Store the Image to a file system, but my ask is to plot the image within the process > Results.

My use cases:

- Teaching to show an image is just a dataset. This is particularly helpful when extending the concept of data shapes outside of tabular 2D datasets.
- After fitting an image classification model, it would be nice to be able to review the predicted labels (e.g. MNIST) with the actual image classified for visual inspection. Perhaps a 3 was misclassified as a 9, and this feature would allow us to visually review how these networks learn (or fail).

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Accepted answers

Caperez

Hi @btibert,

please find attached an image of sample process for MNIST dataset.

1- Inside to the Pre-Process Image operator you can create a flows with operators for image preprocessing: crop, rotate, flip, resize.

2- To be able to compare the the predicted label and the current label, I use to joint the Exa output of the Perform Operator with a copy of the outuput of the Read Image Metadata Operator used for testing dataset.

I hope you find this flow clearest than the previous one.
Best,

Cesar

Image: https://us.v-cdn.net/6030995/uploads/editor/l1/pj5moiasx679.png

All comments

Caperez

Hi @btibert,

To handle with this situation I use to proceed as follows.

1- Multiply the output of the Read Image Metadata operator that goes to Apply Model operator.

2- Inner Join of Path from Perform operator and Read Image Metadata.

3- Apply a Read Image as Exampleset operator to testing images.

4- Plot images in Visualization Module as Heatmaps using all the attibutes.

Best,

Cesar

btibert

Thanks! I didn't think about Read Image as ExampleSet, and that is a nice hack. With that said, I am not 100% certain I follow the flow above. Any chance you could diagram that out?

Also, when using Read Image As ExampleSet, it doesn't appear that we can do any image pre-processing unless I am missing a Tensor to ExampleSet conversion operator. For example my images need to be rotated.

Thanks again. I am trying to map how I do certain tasks in python within RM (either base or Extensions) and avoid using Execute Python as much as possible.

Caperez

Hi @btibert,

please find attached an image of sample process for MNIST dataset.

1- Inside to the Pre-Process Image operator you can create a flows with operators for image preprocessing: crop, rotate, flip, resize.

I hope you find this flow clearest than the previous one.
Best,

Cesar

btibert

Thank you