Match non-identical objects using weights from object detection explanation with Marumo
Match non-identical objects using weights from object detection explanation with Marumo
Matching Non-Identical Objects
arXiv paper abstract https://arxiv.org/abs/2403.08227
arXiv PDF paper https://arxiv.org/pdf/2403.08227.pdf
Not identical but similar objects are everywhere in the world.
Examples include four-legged animals such as dogs and cats, cars of different models, akin flowers in various colors, and countless others.
... address a novel task of matching such non-identical objects.
... propose ... weighting scheme of descriptors that enhance various sparse image matching methods, which are originally designed for matching identical objects captured from different perspectives, and achieve semantically robust matching.
The experiments show successful matching between non-identical objects in various cases including domain shift.
... evaluation of the robustness of the image matching methods under common corruptions, which is a sort of domain shift, and the proposed method improves the matching ...
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