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Performance comparisons of various deep automatic segmentation models.
| Model | Num_params | Num_iters | Total Training Time/s | Convergence Time/s |
|---|---|---|---|---|
| MVI-Mind (our work) | 84,596,418 | 100,000 | 63,075 | about 6550 |
| Swin transformer | 108,235,650 | 100,000 | 78,420 | about 15,680 |
| DeepLab V3+ | 45,871,090 | 100,000 | 40,218 | about 3890 |
| U-Net | 13,404,354 | 100,000 | 18,930 | about 1520 |
