What exactly is the issue?

Finding the needle(s) in your data haystack

The dataset for this example is a set of surfaces and we will be trying to isolate the image frames that have a horizontal crack in the surface (the needle). Start by visualizing the dataset, sampling it and looking at a few examples, shown in the image below: