c# – Is there a way where we can verify if certain image is 3D or not

I wanted to understand – Is there a way where we can verify if certain image is 3D or not

So basically I want to automate the process where we can detect if certain given image is of 3D or not

Problem: In my application – I often detect few 3D images are showing as plain black image or sometimes 3D images are broken

So if I can find a way where I can check that certain image should not be completely black and should be 3D model and not 2D image

My Application is in C# – but I am open for any solution irrespective of language!!

Thanks in advance