Problems in face detection

Let's explore these challenges related to face recognition:

• Face versification versus face recognition
• One-shot learning

We will also see a high-level solution to these problems.

Face verification versus face recognition

So far, we have seen the image recognition problem, where the model predicted either image at any of the chosen classes or objects, such as is it a car, or perhaps a pedestrian, and so on. In addition to that, we have also seen the object localization and detection, where we put a bounding box to those classes or chosen objects. But for now, that is not important. Anyway, in both the cases, we are interested in establishing whether an image had a certain type of object.

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