The #Brain_Tumor Detection System …. The importance of #artificial_intelligence in our lives, especially in the field of #medicine. Watch how a #brain_tumor is identified and how to detect the tumor area using #magnetic_resonance_imaging (MRI) and artificial intelligence techniques, with complete ease. Thanks for the AI, #deep_learning with object detction yolov4 algorithem.and there is another project by using instance segmentation … the result was: —————————- class_id = 0, name = Tumor, ap = 78.59% (TP = 39, FP = 17) for conf_thresh = 0.25, precision = 0.70, recall = 0.75, F1-score = 0.72 for conf_thresh = 0.25, TP = 39, FP = 17, FN = 13, average IoU = 59.37 % IoU threshold = 50 %, used Area-Under-Curve for each unique Recall mean average precision ([email protected]) = 0.785907, or 78.59 %