Research Article

Feature Point Detection and Description Networks Based on Asymmetric Convolution and the Cross-ResolutionImage-Matching Method

Table 2

HPatches detector repeatability.

57 illumination scenes59 viewpoint scenes
NMS = 4NMS = 8NMS = 4NMS = 8

Random0.1010.1030.1000.104
Harris0.6200.5330.5560.461
Shi0.6060.5110.5520.453
FAST0.5750.4720.5030.404
Magicpoint0.5750.5070.3220.260
Superpoint0.6520.6310.5030.484
ACPoint (ours)0.7120.6560.6020.528

The meanings in bold in Table 2 represent the values of the best performing methods for the indicators in this column. Meanwhile, the method proposed in this paper has the best performance in all indexes in this table.