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. 2025 Dec 16;16:1774. doi: 10.1038/s41598-025-31285-7

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