Table 3.
Baseline Architecture (Before Adaption) | Modified Architecture (After Adaption) | |||
---|---|---|---|---|
Layer Name | Size of Output | Layer Type | Size of Output | Layer Type |
conv1 | 1000 × 1000 | [3 × 3, 64] × 2 | 1000 × 1000 | [3 × 3, 64] × 2 |
pool1 | 500 × 500 | max-pooling (stride 2) | 500 × 500 | max-pooling (stride 2) |
conv2_x | 500 × 500 | [3 × 3, 128] × 2 | 500 × 500 | [3 × 3, 128] × 2 |
pool2 | 250 × 250 | max-pooling (stride 2) | 250 × 250 | max-pooling (stride 2) |
conv3_x | 250 × 250 | [3 × 3, 256] × 3 | 250 × 250 | [3 × 3, 256] × 3 |
pool3 | 125 × 125 | max-pooling (stride 2) | 125 × 125 | max-pooling (stride 2) |
conv4_x | 125 × 125 | [3 × 3, 512] × 3 | 125 × 125 | [3 × 3, 512] × 3 |
pool4 | 64 × 64 | max-pooling (stride 2) | 125 × 125 | max-pooling (stride 1) |
conv5_x | 64 × 64 | [3 × 3, 512] × 3 | 125 × 125 | [3 × 3, 512] × 3 |
pool5 | 32 × 32 | max-pooling (stride 2) | 125 × 125 | max-pooling (stride 1) |
fc6 | 1 × 1 | 1000-d fc, softmax | 125 × 125 | 3 × 3, 3 |