Objective To thoroughly analyze factors affecting the generalization ability of deep learning algorithms on brain tumor detection and segmentation models. Patients and Methods We searched PubMed, Embase, Web of Science, Cochrane Library, and IEEE from inception to July 25, 2023, and 19 studies wi…