Table 4 Holistic model architecture overview with NASNet backbone, PABR module, and T-block feature extractors.
Block name | Output shape | Parameters |
|---|---|---|
Input layer | (512, 512, 3) | 0 |
NASNet-mobile backbone | (8, 8, 1056) | 4,269,716 |
Transition conv layer | (8, 8, 512) | 543,232 |
PABR Module | (8, 8, 512) | 525,824 |
T-Block 1 | (8, 8, 192) | 623,552 |
T-Block 2 | (8, 8, 384) | 468,864 |
T-Block 3 | (8, 8, 768) | 1,871,616 |
Feature abstracted fusion conv | (8, 8, 512) | 393,728 |
Residual concatination | (8, 8, 512) | 0 |
Dense (128 units) | (128,) | 65,664 |
Dropout | (128,) | 0 |
Dense | (4,) | 387 |
