Table 1 Ablation studies on the detection part of the CLTP-DD.
From: Dual-branch information extraction and local attention anchor-free network for defect detection
Network | Backbone | RFPN | ELSA | Mould (%) | Varia (%) | mAP (%) | Params (%) | GFLOPs |
---|---|---|---|---|---|---|---|---|
FCOS | Resnet50 | Â | Â | 96.0 | 91.7 | 93.8 | 32.13 | 126.0 |
DLA-FCOS(Ours) | DFENet | Â | Â | 97.8 | 95.3 | 96.5 | 39.43 | 166.0 |
Resnet50 | √ |  | 96.3 | 95.0 | 95.7 | 33.45 | 134.1 | |
Resnet50 | √ | √ | 96.6 | 96.0 | 96.3 | 33.71 | 146.4 | |
DFENet | √ | √ | 97.2 | 96.5 | 96.8 | 41.01 | 186.4 |