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. 2022 Dec 1;10:959667. doi: 10.3389/fpubh.2022.959667

Table 1.

Detection performance results for various CNN models with a 75/25 training/testing ratio on the first dataset.

Models Evaluation metric
ACC SEN SPE PRECI F1_score MCC Error Kappa FPR
InceptionResNetv2 0.9130 0.9348 0.8913 0.8958 0.9149 0.8269 0.0870 0.8261 0.1087
Inceptionv3 0.8804 0.9130 0.8478 0.8571 0.8842 0.7625 0.1196 0.7609 0.1522
ResNet50 0.9348 0.9348 0.9348 0.9348 0.9348 0.8696 0.0652 0.8696 0.0652
Transfer learning model 0.9130 0.9130 0.9130 0.9130 0.9130 0.8261 0.0870 0.8261 0.0870
BRAIN-TUMOR-net 0.8478 0.8043 0.8913 0.8810 0.8409 0.6983 0.1522 0.6957 0.1087