File size: 1,948 Bytes
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- Model: "functional_1"
- Layer (type) ┃ Output Shape ┃ Param # ┃
- input_layer (InputLayer) │ (None, 256, 256, 3) │ 0 │
- conv2d (Conv2D) │ (None, 256, 256, 32) │ 4,736 │
- conv2d_1 (Conv2D) │ (None, 256, 256, 32) │ 50,208 │
- max_pooling2d (MaxPooling2D) │ (None, 64, 64, 32) │ 0 │
- conv2d_2 (Conv2D) │ (None, 64, 64, 64) │ 51,264 │
- conv2d_3 (Conv2D) │ (None, 64, 64, 64) │ 102,464 │
- max_pooling2d_1 (MaxPooling2D) │ (None, 32, 32, 64) │ 0 │
- conv2d_4 (Conv2D) │ (None, 32, 32, 128) │ 73,856 │
- conv2d_5 (Conv2D) │ (None, 32, 32, 128) │ 147,584 │
- max_pooling2d_2 (MaxPooling2D) │ (None, 16, 16, 128) │ 0 │
- conv2d_6 (Conv2D) │ (None, 16, 16, 256) │ 295,168 │
- conv2d_7 (Conv2D) │ (None, 16, 16, 256) │ 590,080 │
- max_pooling2d_3 (MaxPooling2D) │ (None, 8, 8, 256) │ 0 │
- flatten (Flatten) │ (None, 16384) │ 0 │
- dense (Dense) │ (None, 1024) │ 16,778,240 │
- dense_1 (Dense) │ (None, 512) │ 524,800 │
- dense_2 (Dense) │ (None, 256) │ 131,328 │
- dense_3 (Dense) │ (None, 128) │ 32,896 │
- dense_4 (Dense) │ (None, 8) │ 1,032 │
- Total params: 56,350,970 (214.96 MB)
- Trainable params: 18,783,656 (71.65 MB)
- Non-trainable params: 0 (0.00 B)
- Optimizer params: 37,567,314 (143.31 MB)
Test Loss: 0.001258564880117774, Test MAE: 0.018795978277921677 |