mihaidusmanu/d2-net

Why the MMA is so low when threshold lower than 4px?

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In Figure 4 of your paper, we can see that the trained D2-Net have low MMA when the threshold is small? It seems strange since it's even performs worse than the not trained version.

That's in part expected since the description / detection is trained coarsely (grid with stride 8), due to the max-poolings in the VGG network. The features are detected with a spatial stride of 4 / 8 px - test / train. An error of 4px means exactly one pixel off (at test feature map resolution) without the order-2 keypoint refinement (which is not considered during training).