Table 9 Module comparison on TMPDR-dataset and CDS2K dataset.
From: A texture enhanced attention model for defect detection in thermal protection materials
Feature extraction methods | Feature fusion methods | Attention mechanism | TMPDR-dataset | CDS2K dataset | Parameters | ||
|---|---|---|---|---|---|---|---|
FPS | FPS | ||||||
CSPDarkNet53 | FPN(top-down) | None | 47.13 | 31.77 | 60.43 | 77.52 | 158.78M |
FPN(top-down) | DAN(dot-product,CAM) | 48.71 | 22.26 | 63.37 | 65.86 | 205.32M | |
FPN(top-down) | NDA(PPMCC,ECA) | 50.60 | 25.23 | 65.43 | 69.22 | 169.50M | |
PAN(top-down + bottom-up) | None | 49.25 | 26.18 | 63.12 | 50.67 | 240.47M | |
PAN(top-down + bottom-up) | DAN(dot-product,CAM) | 51.22 | 21.32 | 66.31 | 41.34 | 287.01M | |
PAN(top-down + bottom-up) | NDA(PPMCC,ECA) | 52.63 | 25.62 | 68.04 | 45.17 | 251.19M | |
