Research Article

ContourTL-Net: Contour-Based Transfer Learning Algorithm for Early-Stage Brain Tumor Detection

Table 6

Experimental result (%) evaluation of the proposed methodology with the state-of-the-art methods for BR35H dataset.

MethodsSensitivity (recall)Specificity (TN)Precision (PPV)NPVAccuracy

DenseNet-169-based FC layer model [54]98.83
DCNN with SGD optimization [51]99.0
Proposed model (no augmentation)98.4498.5798.7598.2298.50
Proposed model99.9699.9299.9299.9699.94

Significant performances are denoted in bold.