character_recogonition
-
Epoch 1/20 69/69 [==============================] - 13s 196ms/step - loss: 2.4123 - accuracy: 0.3740 - val_loss: 4.1282 - val_accuracy: 0.0073
-
Epoch 2/20 69/69 [==============================] - 9s 136ms/step - loss: 1.0163 - accuracy: 0.6971 - val_loss: 4.1277 - val_accuracy: 0.0220
-
Epoch 3/20 69/69 [==============================] - 9s 136ms/step - loss: 0.6895 - accuracy: 0.7809 - val_loss: 4.1276 - val_accuracy: 0.0201
-
Epoch 4/20 69/69 [==============================] - 9s 136ms/step - loss: 0.5167 - accuracy: 0.8272 - val_loss: 4.1276 - val_accuracy: 0.0220
-
Epoch 5/20 69/69 [==============================] - 9s 137ms/step - loss: 0.4152 - accuracy: 0.8579 - val_loss: 4.1277 - val_accuracy: 0.0201
-
Epoch 6/20 69/69 [==============================] - 9s 137ms/step - loss: 0.3764 - accuracy: 0.8616 - val_loss: 4.1277 - val_accuracy: 0.0073
-
Epoch 7/20 69/69 [==============================] - 9s 136ms/step - loss: 0.2979 - accuracy: 0.8960 - val_loss: 4.1277 - val_accuracy: 0.0201
-
Epoch 8/20 69/69 [==============================] - 9s 137ms/step - loss: 0.2994 - accuracy: 0.8941 - val_loss: 4.1277 - val_accuracy: 0.0201
-
Epoch 9/20 69/69 [==============================] - 9s 137ms/step - loss: 0.2654 - accuracy: 0.9070 - val_loss: 4.1277 - val_accuracy: 0.0201
-
Epoch 10/20 69/69 [==============================] - 9s 136ms/step - loss: 0.1742 - accuracy: 0.9349 - val_loss: 4.1262 - val_accuracy: 0.0201
-
Epoch 11/20 69/69 [==============================] - 9s 136ms/step - loss: 0.2485 - accuracy: 0.9203 - val_loss: 3.8424 - val_accuracy: 0.1337
-
Epoch 12/20 69/69 [==============================] - 9s 136ms/step - loss: 0.1973 - accuracy: 0.9290 - val_loss: 2.9942 - val_accuracy: 0.3114
-
Epoch 13/20 69/69 [==============================] - 9s 136ms/step - loss: 0.1713 - accuracy: 0.9459 - val_loss: 1.7513 - val_accuracy: 0.5659
-
Epoch 14/20 69/69 [==============================] - 9s 136ms/step - loss: 0.1986 - accuracy: 0.9345 - val_loss: 1.2526 - val_accuracy: 0.6319
-
Epoch 15/20 69/69 [==============================] - 9s 137ms/step - loss: 0.1955 - accuracy: 0.9363 - val_loss: 0.7002 - val_accuracy: 0.8040
-
Epoch 16/20 69/69 [==============================] - 9s 137ms/step - loss: 0.1098 - accuracy: 0.9597 - val_loss: 0.6716 - val_accuracy: 0.7875
-
Epoch 17/20 69/69 [==============================] - 9s 136ms/step - loss: 0.0499 - accuracy: 0.9863 - val_loss: 0.6050 - val_accuracy: 0.8077
-
Epoch 18/20 69/69 [==============================] - 9s 136ms/step - loss: 0.0404 - accuracy: 0.9895 - val_loss: 0.6964 - val_accuracy: 0.8022
-
Epoch 19/20 69/69 [==============================] - 9s 136ms/step - loss: 0.0174 - accuracy: 0.9963 - val_loss: 0.5624 - val_accuracy: 0.8388
-
Epoch 20/20 69/69 [==============================] - 9s 136ms/step - loss: 0.0591 - accuracy: 0.9821 - val_loss: 0.7317 - val_accuracy: 0.8114
-
22/22 [==============================] - 1s 55ms/step - loss: 0.8318 - accuracy: 0.7845
-
Test accuracy: 0.7844575047492981
-
Test loss: 0.8317598104476929
-
22/22 [==============================] - 2s 36ms/step
-
Classification Report: precision recall f1-score support
0 0.75 0.43 0.55 14 1 0.75 0.55 0.63 11 2 0.91 1.00 0.95 10 3 1.00 0.85 0.92 20 4 0.93 0.93 0.93 14 5 0.76 1.00 0.86 16 6 1.00 1.00 1.00 9 7 1.00 0.93 0.97 15 8 0.50 1.00 0.67 12 9 0.73 1.00 0.85 11 A 0.83 0.94 0.88 16 B 1.00 0.89 0.94 9 C 0.54 0.78 0.64 9 D 1.00 1.00 1.00 10 E 1.00 0.93 0.97 15 F 0.92 0.86 0.89 14 G 1.00 1.00 1.00 10 H 0.85 1.00 0.92 11 I 0.64 0.88 0.74 16 J 0.80 0.80 0.80 5 K 1.00 0.42 0.59 12 L 1.00 0.78 0.88 9 M 0.90 1.00 0.95 9 N 1.00 0.71 0.83 7 O 0.45 1.00 0.62 9 P 1.00 0.50 0.67 8 Q 1.00 0.85 0.92 13 R 1.00 0.88 0.93 8 S 0.56 0.50 0.53 10 T 1.00 1.00 1.00 11 U 0.56 0.91 0.69 11 V 0.67 0.91 0.77 11 W 0.67 0.83 0.74 12 X 0.80 0.73 0.76 11 Y 0.82 0.90 0.86 10 Z 0.75 0.82 0.78 11 a 0.80 0.62 0.70 13 b 1.00 1.00 1.00 6 c 0.33 0.17 0.22 6 d 1.00 1.00 1.00 7 e 1.00 0.92 0.96 12 f 0.50 0.62 0.56 8 g 0.73 1.00 0.85 11 h 0.89 0.89 0.89 9 i 1.00 0.85 0.92 13 j 0.88 1.00 0.93 7 k 0.57 0.80 0.67 10 l 0.88 0.64 0.74 11 m 0.83 0.91 0.87 11 n 1.00 0.67 0.80 12 o 0.57 0.62 0.59 13 p 0.58 1.00 0.74 7 q 0.86 0.55 0.67 11 r 0.42 0.56 0.48 9 s 0.75 0.17 0.27 18 t 1.00 1.00 1.00 12 u 0.75 0.75 0.75 12 v 0.50 0.50 0.50 8 w 0.78 0.64 0.70 11 x 0.75 0.38 0.50 16 y 1.00 0.60 0.75 10 z 0.67 0.60 0.63 10
accuracy 0.78 682
macro avg 0.81 0.79 0.78 682 weighted avg 0.81 0.78 0.78 682