It addresses the significance of accurate tumor detection and classification together with the related troubles. Complexity and variability are tackled by convolutional neural networks (CNNs) that could routinely understand and extract suitable capabilities for tumor Assessment. In cases like this, the SCFGWO algorithm is utilized to good-tune the