If it is a trademark, then only one positive sample is needed, and more negative samples are needed. The more, the better.

If you are recognizing faces, you can download the online positive face sample library, which is about 200 or more, and the negative samples need at least several hundred.

In short, it depends on the recognition complexity of the object you want to recognize.

Don't overdo it, it will lead to over-fitting.