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ME R-CNN: Multi-Expert R-CNN for Object Detection. (arXiv:1704.01069v3 [cs.CV] UPDATED)
April 7, 2022, 1:10 a.m. | Hyungtae Lee, Sungmin Eum, Heesung Kwon
cs.CV updates on arXiv.org arxiv.org
We introduce Multi-Expert Region-based Convolutional Neural Network (ME
R-CNN) which is equipped with multiple experts (ME) where each expert is
learned to process a certain type of regions of interest (RoIs). This
architecture better captures the appearance variations of the RoIs caused by
different shapes, poses, and viewing angles. In order to direct each RoI to the
appropriate expert, we devise a novel "learnable" network, which we call,
expert assignment network (EAN). EAN automatically learns the optimal
RoI-expert relationship even …
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