Table 2.
The architectural configuration of the proposed CAUC model.
| Sec | Input | Component/layer | Kernel size | No of comps /filters | Output and its size | |
|---|---|---|---|---|---|---|
| Encoder SIDE | Image | IP_Conv | 3 × 3 | 64 | E1 | 224 × 224 × 64 |
| E1 | LCB16 | 1 × 1, 3 × 3 | 8, 16 | E2 | 224 × 224 × 16 | |
| E2 | Down-Samp1 | 2 × 2 | 1 | E3 | 112 × 112 × 16 | |
| E3 | Drop Chanel | Dropout_rate = 0.2 | E4 | 112 × 112 × 16 | ||
| E4 | LCB32 | 1 × 1, 3 × 3 | 16, 32 | E5 | 112 × 112 × 32 | |
| E5 | Down-Samp2 | 2 × 2 | 1 | E6 | 56 × 56 × 32 | |
| E6 | Drop Chanel | Dropout_rate = 0.2 | E7 | 56 × 56 × 32 | ||
| E7 | LCB64 | 1 × 1, 3 × 3 | 32, 64 | E8 | 56 × 56 × 64 | |
| E8 | Down-Samp3 | 2 × 2 | 1 | E9 | 28 × 28 × 64 | |
| E9 | Drop Chanel | Dropout_rate = 0.5 | E10 | 28 × 28 × 64 | ||
| E10 | LCB128 | 1 × 1, 3 × 3 | 64, 128 | E11 | 28 × 28 × 128 | |
| E11 | Down-Samp3 | 2 × 2 | 1 | E12 | 14 × 14 × 128 | |
| E12 | Drop Chanel | Dropout_rate = 0.5 | E13 | 14 × 14 × 128 | ||
| E13 | Middle Layer | 3 × 3 | 256 | M | 14 × 14 × 256 | |
| Decoder side | M | Up-Samp1 | 2 × 2 | 1 | D1 | 28 × 28 × 256 |
| D1 | Drop Chanel | Dropout_rate = 0.5 | D2 | 28 × 28 × 256 | ||
| E11, M | AG128 | 1 × 1 | 128 | D3 | 28 × 28 × 128 | |
| D2, D3 | ConCat-1 | – | 1 | D3 | 28 × 28 × 384 | |
| D3 | LCB128 | 1 × 1, 3 × 3 | 64, 128 | D4 | 28 × 28 × 128 | |
| D4 | Up-Samp2 | 2 × 2 | 1 | D5 | 56 × 56 × 128 | |
| D5 | Drop Chanel | Dropout_rate = 0.5 | D6 | 56 × 56 × 128 | ||
| E8, D4 | AG64 | 1 × 1 | 64 | D7 | 56 × 56 × 64 | |
| D6, D7 | ConCat-2 | – | 1 | D8 | 56 × 56 × 192 | |
| D8 | LCB64 | 1 × 1, 3 × 3 | 32, 64 | D9 | 56 × 56 × 64 | |
| D9 | Up-Samp3 | 2 × 2 | 1 | D10 | 112 × 112 × 64 | |
| D10 | Drop Chanel | Dropout_rate = 0.2 | D11 | 112 × 112 × 64 | ||
| E5, D9 | AG32 | 1 × 1 | 32 | D12 | 112 × 112 × 32 | |
| D11,D12 | ConCat-3 | – | 1 | D13 | 112 × 112 × 96 | |
| D13 | LCB32 | 1 × 1, 3 × 3 | 16, 32 | D14 | 112 × 112 × 32 | |
| D14 | Up-Samp4 | 2 × 2 | 1 | D15 | 224 × 224 × 32 | |
| D15 | Drop Chanel | Dropout_rate = 0.2 | D16 | 224 × 224 × 32 | ||
| E2, D14 | AG16 | 1 × 1 | 32 | D17 | 224 × 224 × 16 | |
| D16,D17 | ConCat-4 | – | 1 | D18 | 224 × 224 × 48 | |
| D18 | LCB16 | 1 × 1, 3 × 3 | 8. 16 | D19 | 224 × 224 × 16 | |
| Feature fusion | D4 | CBAM1 + UpSmap | 7 × 7, 8 × 8 | 1 | F1 | 224 × 224 × 16 |
| D9 | CBAM2+ UpSmap | 7 × 7, 4 × 4 | 1 | F2 | 224 × 224 × 64 | |
| D14 | CBAM3+ UpSmap | 7 × 7, 2 × 2 | 1 | F3 | 224 × 224 × 32 | |
| D19 | CBAM6 | 7 × 7 | 1 | F4 | 224 × 224 × 16 | |
| F1, F2, F3, F4 | ConCat-5 | – | 1 | F5 | 224 × 224 × 240 | |
| F5 | OP_Conv | 3 × 3 | 5 | F6 | 224 × 224 × 5 | |
| F6 | Softmax Layer | – | – | F7 | 224 × 224 × 5 | |