Is it possible to measure the object using deep learning
Not without some kind of reference object. I also don’t see a reason to use deep learning for such a task.
Sure - you could create a dataset with all kinds of objects and their typical dimensions. But the results for inference would probably be pretty bad and the effort to create the dataset ridiculously huge.