Research Article
Reliable Breast Cancer Diagnosis with Deep Learning: DCGAN-Driven Mammogram Synthesis and Validity Assessment
| Layer no | Layer type | Output shape | Activation |
| 1 | Dense (input) | 512 × 4 × 4 | — | 2 | Reshape | 256 × 4 × 4 | — | 3 | Conv2DTranspose | 512 × 8 × 8 | ReLU | 4 | Batch normalization | 256 × 8 × 8 | — | 5 | Conv2DTranspose | 128 × 16 × 16 | ReLU | 6 | Batch normalization | 64 × 16 × 16 | — | 7 | Conv2DTranspose | 32 × 32 × 32 | ReLU | 8 | Batch normalization | 32 × 32 × 32 | — | 9 | Conv2DTranspose | 3 × 64 × 64 | Tanh |
|
|