Research Article
Feature Point Detection and Description Networks Based on Asymmetric Convolution and the Cross-ResolutionImage-Matching Method
Table 4
HPatches detector and descriptor performance.
| | Detector metrics | Descriptor metrics | Rep.↑ | MLE.↓ | NNmAP↑ | M.score↑ |
| SIFT | 0.512 | 1.163 | 0.695 | 0.267 | SURF | 0.510 | 1.363 | 0.700 | 0.265 | ORB | 0.711 | 1.068 | 0.455 | 0.151 | LIFT | 0.434 | 1.137 | 0.665 | 0.264 | Superpoint | 0.606 | 1.156 | 0.833 | 0.545 | DeepFEPE | 0.632 | 1.071 | 0.780 | 0.449 | ACPoint (ours) | 0.656 | 1.024 | 0.845 | 0.534 |
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