| Keep 6 × 6 max pooling layer | Layer (type) | Kernel size | Output shape | Parameters |
| conv2d_1 | 3 × 3 | (126, 126, 18) | 180 | conv2d_2 | 3 × 3 | (124, 124, 18) | 2934 | conv2d_3 | 3 × 3 | (122, 122, 18) | 2934 | conv2d_4 | 3 × 3 | (120, 120, 18) | 2934 | max_pooling2d_1 | 6 × 6 | (20, 20, 18) | 0 | conv2d_5 | 3 × 3 | (18, 18, 36) | 5868 | conv2d_6 | 3 × 3 | (16, 16, 36) | 11700 | max_pooling2d_2 | 2 × 2 | (8, 8, 36) | 0 | max_pooling2d_2 | 2 × 2 | (4, 4, 36) | 0 | conv2d_7 | 3 × 3 | (2, 2, 120) | 39000 | flatten_1 (flatten) | | (1, 480) | 0 | dense_1 (dense) | (1, 120) | 57720 | dense_2 (dense) | (1, 10) | 1210 |
| | Total parameters: | 124480 |
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