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The time consumption and network complexity of the training of the HRU-Net, U-Net++, and U-Net.
| Network Complexity | TM-All Dataset | TM-NRG Dataset | TM-RGB Dataset | ||||
|---|---|---|---|---|---|---|---|
| Number of Free Parameters | s/epoch | epoch | s/epoch | epoch | s/epoch | epoch | |
| HRU-Net | 3.85 × 107 | 102.08 | 600 | 98.84 | 600 | 98.47 | 600 |
| U-Net++ | 3.62 × 107 | 107.44 | 600 | 103.09 | 600 | 103.47 | 600 |
| U-Net | 1.34 × 107 | 39.23 | 200 | 36.79 | 200 | 36.92 | 200 |
