Axel Barroso Laguna

HyNet: Learning Local Descriptor with Hybrid Similarity Measure and Triplet Loss

In this paper, we investigate how L2 normalisation affects the back-propagated descriptor gradients during training. Based on our observations, we propose HyNet, a new local descriptor that leads to state-of-the-art results in matching. HyNet introduces a hybrid similarity measure for triplet margin…