Table 1 The summary Of ResNet50 layered architecture. Architecture
Block | Units (n) | Operators (F) | Resolutions (\({H} \times {W}\)) | Channels |
|---|---|---|---|---|
Block A | 1 | Conv, ReLu, MaxPool, BatchNorm | \(112\times 112\) | 64 |
Block B | 15 | Conv, ReLu, BatchNorm | \(56\times 56, 28 \times 28,14 \times 14, 7\times 7\) | \(256,\ldots ,2048\) |
Block C | 10 | Conv, BatchNorm | \(56\times 56, 28 \times 28,14 \times 14, 7 \times 7\) | 64, 128, ..., 2048 |
Block D | 12 | Conv, Relu, BatchNorm, AdaptiveMaxPool, AdaptAvgPool | \(7\times 7\) | 2048 |
Block E | 1 | Linear, Relu, BatchNorm | \(7\times 7\) | 512 |
Block F | 1 | Linear | \(7\times 7\) | 10 |