0
$\begingroup$

I am working on a project which involves the application of deep learning models. I have collected training data. In collected images, I have more than one object in interest. I am not very clear how to label these images. Should I crop and then label or just feed as it is? I would appreciate any kind of help. In the attached image, I have marked two objects.

enter image description here

$\endgroup$
0
$\begingroup$

You can create a mask image with the background having value 0 and give all pixels the value of its class.

I am not sure what approach you are taking, but you can for example use Convolutional Neural Networks. They will learn from the mask image what features contribute to a pixel class and can therefore, at inference time, output a per pixel class probability.

$\endgroup$

Your Answer

By clicking “Post Your Answer”, you agree to our terms of service, privacy policy and cookie policy

Not the answer you're looking for? Browse other questions tagged or ask your own question.