Research Article
Computational and Mathematical Methods in Medicine Glioma Brain Tumor Detection and Classification Using Convolutional Neural Network
Table 5
REMBRANDT dataset-based classification performance of CDBLNL model.
| Manifold | Mode of operation | Precision | Recall | Accuracy | Stability loss | score |
| I | Training | 95.81 | 93.94 | 97.94 | 95.91 | 94.54 | Testing | 95.74 | 93.81 | 97.84 | 95.74 | 94.34 | II | Training | 95.74 | 93.89 | 97.91 | 95.89 | 94.56 | Testing | 95.68 | 93.75 | 97.81 | 95.70 | 94.44 | III | Training | 95.71 | 93.91 | 97.93 | 95.86 | 94.38 | Testing | 95.67 | 93.82 | 97.85 | 95.75 | 94.29 | IV | Training | 95.56 | 93.94 | 97.91 | 95.84 | 94.41 | Testing | 95.49 | 93.86 | 97.83 | 95.71 | 94.36 | V | Training | 95.67 | 93.85 | 97.74 | 95.90 | 94.40 | Testing | 95.57 | 93.78 | 97.69 | 95.86 | 94.35 | VI | Training | 95.55 | 93.86 | 97.78 | 95.81 | 94.28 | Testing | 95.49 | 93.81 | 97.65 | 95.74 | 94.15 | VII | Training | 95.68 | 93.91 | 97.84 | 95.91 | 94.22 | Testing | 95.58 | 93.87 | 97.78 | 95.88 | 94.19 | VIII | Training | 95.76 | 93.90 | 97.86 | 95.58 | 94.33 | Testing | 95.69 | 93.82 | 97.79 | 95.47 | 94.28 | IX | Training | 95.80 | 93.92 | 97.80 | 95.77 | 94.37 | Testing | 95.71 | 93.88 | 97.75 | 95.66 | 94.29 | X | Training | 95.77 | 93.87 | 97.88 | 95.74 | 94.33 | Testing | 95.67 | 93.76 | 97.79 | 95.68 | 94.29 | Average (%) | 95.667 | 93.8575 | 97.8185 | 95.77 | 94.34 |
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