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Comparison of segmentation accuracies with respect to different regularization choices. Drop ratio of 0 denotes “no” use of dropout layer.
| Pooling Activation Growth Rate |
max pool ReLU 16 |
max pool ReLU 24 |
avg pool ReLU 16 |
avg pool ReLU 24 |
stoc. pool ReLU 16 |
stoc. pool ReLU 24 |
avg pool SWISH 16 |
avg pool SWISH 24 |
|
|---|---|---|---|---|---|---|---|---|---|
| DSC(%) | drop ratio=0.0 | 93.09 | 92.64 | 93.16 | 92.16 | 92.59 | 90.93 | 93.14 | 92.60 |
| drop ratio=0.2 | 93.10 | 93.08 | 93.36 | 93.82 | 92.14 | 92.53 | 91.l9 | 93.6l | |
