Dataset ImageFolder Number of datapoints: 5712 Root location: /home/cds/brain-tumor_image_classification/data/Brain Tumor MRI Dataset/archive/Training StandardTransform Transform: Compose( Resize(size=256, interpolation=bilinear, max_size=None, antialias=None) CenterCrop(size=(224, 224)) ToTensor() ) "model_name" : "vision_transformer", "no_models" : 10, "dp" : false, "global_epochs" : 100, "local_epochs" : 3, "k" : 3, "batch_size" : 32, "lr" : 0.001, "momentum" : 0.0001, "C" : 1000, "lambda" : 0.1 } [133 125 171 142] [137 135 155 144] [148 128 166 129] [123 133 166 149] [124 144 154 149] [122 140 165 144] [131 140 162 138] [134 148 146 143] [139 121 161 150] [130 125 148 168] Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0, Accuracy: 35.32%, Loss: 1.36, Average Precision: 47.36%, Average Recall: 36.37%, Average F1-Score: 30.84% Epoch 0 done. Epoch 1 done. Epoch 2 doEpoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 2, Accuracy: 75.90%, Loss: 0.66, Average Precision: 76.84%, Average Recall: 74.76%, Average F1-Score: 75.27% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 3, Accuracy: 81.39%, Loss: 0.54, Average Precision: 81.34%, Average Recall: 80.39%, Average F1-Score: 80.66% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 4, Accuracy: 83.30%, Loss: 0.47, Average Precision: 83.21%, Average Recall: 82.34%, Average F1-Score: 82.55% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 5, Accuracy: 84.29%, Loss: 0.43, Average Precision: 83.95%, Average Recall: 83.38%, Average F1-Score: 83.52% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 6, Accuracy: 84.97%, Loss: 0.40, Average Precision: 84.64%, Average Recall: 84.11%, Average F1-Score: 84.23% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 7, Accuracy: 85.43%, Loss: 0.38, Average Precision: 85.03%, Average Recall: 84.59%, Average F1-Score: 84.66% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 8, Accuracy: 86.35%, Loss: 0.35, Average Precision: 86.12%, Average Recall: 85.55%, Average F1-Score: 85.66% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 9, Accuracy: 87.26%, Loss: 0.34, Average Precision: 87.17%, Average Recall: 86.56%, Average F1-Score: 86.68% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 10, Accuracy: 87.80%, Loss: 0.32, Average Precision: 87.72%, Average Recall: 87.10%, Average F1-Score: 87.22% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 11, Accuracy: 88.48%, Loss: 0.31, Average Precision: 88.20%, Average Recall: 87.85%, Average F1-Score: 87.91% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 12, Accuracy: 89.40%, Loss: 0.29, Average Precision: 89.37%, Average Recall: 88.78%, Average F1-Score: 88.91% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 13, Accuracy: 90.08%, Loss: 0.28, Average Precision: 90.09%, Average Recall: 89.47%, Average F1-Score: 89.60% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 14, Accuracy: 90.54%, Loss: 0.27, Average Precision: 90.44%, Average Recall: 89.94%, Average F1-Score: 90.07% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 15, Accuracy: 90.54%, Loss: 0.26, Average Precision: 90.40%, Average Recall: 89.94%, Average F1-Score: 90.04% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 16, Accuracy: 91.15%, Loss: 0.25, Average Precision: 91.12%, Average Recall: 90.60%, Average F1-Score: 90.72% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 17, Accuracy: 91.46%, Loss: 0.24, Average Precision: 91.26%, Average Recall: 90.94%, Average F1-Score: 91.02% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 18, Accuracy: 91.38%, Loss: 0.24, Average Precision: 91.25%, Average Recall: 90.85%, Average F1-Score: 90.94% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 19, Accuracy: 91.53%, Loss: 0.23, Average Precision: 91.39%, Average Recall: 91.01%, Average F1-Score: 91.08% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 20, Accuracy: 91.99%, Loss: 0.23, Average Precision: 91.95%, Average Recall: 91.50%, Average F1-Score: 91.58% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 21, Accuracy: 92.07%, Loss: 0.22, Average Precision: 92.00%, Average Recall: 91.59%, Average F1-Score: 91.67% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 22, Accuracy: 92.45%, Loss: 0.21, Average Precision: 92.29%, Average Recall: 92.01%, Average F1-Score: 92.08% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 23, Accuracy: 92.45%, Loss: 0.21, Average Precision: 92.35%, Average Recall: 92.01%, Average F1-Score: 92.08% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 24, Accuracy: 92.75%, Loss: 0.20, Average Precision: 92.68%, Average Recall: 92.33%, Average F1-Score: 92.42% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 25, Accuracy: 92.83%, Loss: 0.20, Average Precision: 92.75%, Average Recall: 92.42%, Average F1-Score: 92.50% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 26, Accuracy: 93.21%, Loss: 0.20, Average Precision: 93.15%, Average Recall: 92.83%, Average F1-Score: 92.90% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 27, Accuracy: 92.83%, Loss: 0.19, Average Precision: 92.80%, Average Recall: 92.41%, Average F1-Score: 92.48% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 28, Accuracy: 93.29%, Loss: 0.19, Average Precision: 93.25%, Average Recall: 92.91%, Average F1-Score: 92.95% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 29, Accuracy: 93.29%, Loss: 0.18, Average Precision: 93.22%, Average Recall: 92.89%, Average F1-Score: 92.93% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 30, Accuracy: 93.36%, Loss: 0.18, Average Precision: 93.32%, Average Recall: 92.97%, Average F1-Score: 93.02% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 31, Accuracy: 93.67%, Loss: 0.17, Average Precision: 93.64%, Average Recall: 93.30%, Average F1-Score: 93.36% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 32, Accuracy: 93.82%, Loss: 0.17, Average Precision: 93.76%, Average Recall: 93.47%, Average F1-Score: 93.52% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 33, Accuracy: 93.82%, Loss: 0.17, Average Precision: 93.80%, Average Recall: 93.47%, Average F1-Score: 93.53% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 34, Accuracy: 94.05%, Loss: 0.16, Average Precision: 94.01%, Average Recall: 93.71%, Average F1-Score: 93.76% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 35, Accuracy: 94.13%, Loss: 0.15, Average Precision: 94.04%, Average Recall: 93.80%, Average F1-Score: 93.84% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 36, Accuracy: 94.51%, Loss: 0.15, Average Precision: 94.45%, Average Recall: 94.21%, Average F1-Score: 94.25% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 37, Accuracy: 94.51%, Loss: 0.15, Average Precision: 94.45%, Average Recall: 94.21%, Average F1-Score: 94.25% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 38, Accuracy: 94.66%, Loss: 0.15, Average Precision: 94.61%, Average Recall: 94.36%, Average F1-Score: 94.41% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 39, Accuracy: 94.81%, Loss: 0.15, Average Precision: 94.72%, Average Recall: 94.48%, Average F1-Score: 94.53% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 40, Accuracy: 94.81%, Loss: 0.15, Average Precision: 94.77%, Average Recall: 94.52%, Average F1-Score: 94.56% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 41, Accuracy: 94.89%, Loss: 0.14, Average Precision: 94.81%, Average Recall: 94.61%, Average F1-Score: 94.65% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 42, Accuracy: 95.19%, Loss: 0.14, Average Precision: 95.10%, Average Recall: 94.90%, Average F1-Score: 94.94% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 43, Accuracy: 95.27%, Loss: 0.13, Average Precision: 95.15%, Average Recall: 94.98%, Average F1-Score: 95.01% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 44, Accuracy: 95.12%, Loss: 0.13, Average Precision: 94.98%, Average Recall: 94.81%, Average F1-Score: 94.85% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 45, Accuracy: 95.19%, Loss: 0.13, Average Precision: 95.07%, Average Recall: 94.90%, Average F1-Score: 94.93% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 46, Accuracy: 95.12%, Loss: 0.13, Average Precision: 95.00%, Average Recall: 94.81%, Average F1-Score: 94.85% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 47, Accuracy: 95.19%, Loss: 0.13, Average Precision: 95.09%, Average Recall: 94.89%, Average F1-Score: 94.93% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 48, Accuracy: 95.50%, Loss: 0.13, Average Precision: 95.40%, Average Recall: 95.22%, Average F1-Score: 95.26% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 49, Accuracy: 95.50%, Loss: 0.13, Average Precision: 95.40%, Average Recall: 95.22%, Average F1-Score: 95.26% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 50, Accuracy: 95.42%, Loss: 0.13, Average Precision: 95.37%, Average Recall: 95.14%, Average F1-Score: 95.18% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 51, Accuracy: 95.58%, Loss: 0.13, Average Precision: 95.55%, Average Recall: 95.30%, Average F1-Score: 95.34% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 52, Accuracy: 95.42%, Loss: 0.13, Average Precision: 95.38%, Average Recall: 95.14%, Average F1-Score: 95.17% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 53, Accuracy: 95.58%, Loss: 0.13, Average Precision: 95.57%, Average Recall: 95.30%, Average F1-Score: 95.34% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 54, Accuracy: 95.58%, Loss: 0.12, Average Precision: 95.59%, Average Recall: 95.30%, Average F1-Score: 95.34% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 55, Accuracy: 95.73%, Loss: 0.12, Average Precision: 95.74%, Average Recall: 95.44%, Average F1-Score: 95.49% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 56, Accuracy: 95.88%, Loss: 0.12, Average Precision: 95.91%, Average Recall: 95.61%, Average F1-Score: 95.65% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 57, Accuracy: 96.11%, Loss: 0.12, Average Precision: 96.14%, Average Recall: 95.84%, Average F1-Score: 95.89% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 58, Accuracy: 96.03%, Loss: 0.12, Average Precision: 96.07%, Average Recall: 95.77%, Average F1-Score: 95.80% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 59, Accuracy: 96.19%, Loss: 0.11, Average Precision: 96.18%, Average Recall: 95.92%, Average F1-Score: 95.95% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 60, Accuracy: 96.19%, Loss: 0.11, Average Precision: 96.18%, Average Recall: 95.92%, Average F1-Score: 95.95% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 61, Accuracy: 96.19%, Loss: 0.11, Average Precision: 96.12%, Average Recall: 95.90%, Average F1-Score: 95.94% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 62, Accuracy: 96.34%, Loss: 0.11, Average Precision: 96.27%, Average Recall: 96.07%, Average F1-Score: 96.11% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 63, Accuracy: 96.57%, Loss: 0.11, Average Precision: 96.50%, Average Recall: 96.31%, Average F1-Score: 96.35% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 64, Accuracy: 96.41%, Loss: 0.11, Average Precision: 96.41%, Average Recall: 96.14%, Average F1-Score: 96.18% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 65, Accuracy: 96.34%, Loss: 0.11, Average Precision: 96.29%, Average Recall: 96.06%, Average F1-Score: 96.09% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 66, Accuracy: 96.41%, Loss: 0.11, Average Precision: 96.34%, Average Recall: 96.15%, Average F1-Score: 96.17% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 67, Accuracy: 96.57%, Loss: 0.10, Average Precision: 96.51%, Average Recall: 96.31%, Average F1-Score: 96.34% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 68, Accuracy: 96.49%, Loss: 0.11, Average Precision: 96.41%, Average Recall: 96.23%, Average F1-Score: 96.27% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 69, Accuracy: 96.57%, Loss: 0.10, Average Precision: 96.49%, Average Recall: 96.31%, Average F1-Score: 96.35% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 70, Accuracy: 96.57%, Loss: 0.10, Average Precision: 96.46%, Average Recall: 96.31%, Average F1-Score: 96.34% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 71, Accuracy: 96.57%, Loss: 0.10, Average Precision: 96.46%, Average Recall: 96.31%, Average F1-Score: 96.34% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 72, Accuracy: 96.49%, Loss: 0.10, Average Precision: 96.36%, Average Recall: 96.23%, Average F1-Score: 96.26% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 73, Accuracy: 96.57%, Loss: 0.10, Average Precision: 96.45%, Average Recall: 96.31%, Average F1-Score: 96.34% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 74, Accuracy: 96.72%, Loss: 0.10, Average Precision: 96.60%, Average Recall: 96.48%, Average F1-Score: 96.50% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 75, Accuracy: 96.80%, Loss: 0.10, Average Precision: 96.69%, Average Recall: 96.54%, Average F1-Score: 96.57% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 76, Accuracy: 96.87%, Loss: 0.10, Average Precision: 96.76%, Average Recall: 96.62%, Average F1-Score: 96.66% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 77, Accuracy: 96.72%, Loss: 0.10, Average Precision: 96.62%, Average Recall: 96.48%, Average F1-Score: 96.50% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 78, Accuracy: 96.72%, Loss: 0.10, Average Precision: 96.62%, Average Recall: 96.46%, Average F1-Score: 96.49% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 79, Accuracy: 96.72%, Loss: 0.10, Average Precision: 96.60%, Average Recall: 96.46%, Average F1-Score: 96.49% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 80, Accuracy: 96.80%, Loss: 0.10, Average Precision: 96.69%, Average Recall: 96.54%, Average F1-Score: 96.57% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 81, Accuracy: 96.87%, Loss: 0.10, Average Precision: 96.76%, Average Recall: 96.62%, Average F1-Score: 96.66% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 82, Accuracy: 96.87%, Loss: 0.10, Average Precision: 96.76%, Average Recall: 96.62%, Average F1-Score: 96.66% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 83, Accuracy: 96.80%, Loss: 0.10, Average Precision: 96.68%, Average Recall: 96.54%, Average F1-Score: 96.56% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 84, Accuracy: 96.80%, Loss: 0.10, Average Precision: 96.68%, Average Recall: 96.54%, Average F1-Score: 96.56% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 85, Accuracy: 96.87%, Loss: 0.10, Average Precision: 96.76%, Average Recall: 96.62%, Average F1-Score: 96.65% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 86, Accuracy: 96.87%, Loss: 0.10, Average Precision: 96.76%, Average Recall: 96.62%, Average F1-Score: 96.65% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 87, Accuracy: 96.87%, Loss: 0.10, Average Precision: 96.76%, Average Recall: 96.62%, Average F1-Score: 96.65% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 88, Accuracy: 96.87%, Loss: 0.10, Average Precision: 96.76%, Average Recall: 96.62%, Average F1-Score: 96.65% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 89, Accuracy: 96.87%, Loss: 0.09, Average Precision: 96.76%, Average Recall: 96.62%, Average F1-Score: 96.65% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 90, Accuracy: 96.80%, Loss: 0.10, Average Precision: 96.68%, Average Recall: 96.54%, Average F1-Score: 96.56% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 91, Accuracy: 96.80%, Loss: 0.10, Average Precision: 96.71%, Average Recall: 96.54%, Average F1-Score: 96.56% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 92, Accuracy: 96.87%, Loss: 0.10, Average Precision: 96.77%, Average Recall: 96.62%, Average F1-Score: 96.65% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 93, Accuracy: 96.95%, Loss: 0.10, Average Precision: 96.86%, Average Recall: 96.70%, Average F1-Score: 96.72% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 94, Accuracy: 96.95%, Loss: 0.10, Average Precision: 96.87%, Average Recall: 96.70%, Average F1-Score: 96.73% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 95, Accuracy: 97.03%, Loss: 0.09, Average Precision: 96.96%, Average Recall: 96.79%, Average F1-Score: 96.82% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 96, Accuracy: 96.87%, Loss: 0.09, Average Precision: 96.73%, Average Recall: 96.60%, Average F1-Score: 96.63% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 97, Accuracy: 96.95%, Loss: 0.09, Average Precision: 96.82%, Average Recall: 96.71%, Average F1-Score: 96.72% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 98, Accuracy: 96.95%, Loss: 0.09, Average Precision: 96.81%, Average Recall: 96.71%, Average F1-Score: 96.72% Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 0 done. Epoch 1 done. Epoch 2 done. Epoch 99, Accuracy: 96.95%, Loss: 0.09, Average Precision: 96.83%, Average Recall: 96.71%, Average F1-Score: 96.72%