| Models | Validation | Test | Depth | # Params |
|---|---|---|---|---|
| Baseline | 77.48% | 76.54% | 11 layers | 2,124,839 |
| Fine-tuned VGG16 (from last block) | 79.82% | 79.64% | 23 layers | 14,980,935 |
| Fine-tuned Inception V3 (from the last 2 inception blocks) | 79.935% | 79.94% | 315 layers | 22,855,463 |
| Fine-tuned Inception-ResNet V2 (from the Inception-ResNet-C) | 80.82% | 82.53% | 784 layers | 55,127,271 |
| Fine-tuned DenseNet 201 (from the last dense block) | 85.8% | 83.9% | 711 layers | 19,309,127 |
| Fine-tuned Inception V3 (all layers) | 86.92% | 86.826% | _ | _ |
| Fine-tuned DenseNet 201 (all layers) | 86.696% | 87.725% | _ | _ |
| Ensemble of fully-fine-tuned Inception V3 and DenseNet 201 | 88.8% | 88.52% | _ | _ |
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