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MORE: Multi-Order RElation Mining for Dense Captioning in 3D Scenes. (arXiv:2203.05203v2 [cs.CV] UPDATED)
July 21, 2022, 1:11 a.m. | Yang Jiao, Shaoxiang Chen, Zequn Jie, Jingjing Chen, Lin Ma, Yu-Gang Jiang
cs.CL updates on arXiv.org arxiv.org
3D dense captioning is a recently-proposed novel task, where point clouds
contain more geometric information than the 2D counterpart. However, it is also
more challenging due to the higher complexity and wider variety of inter-object
relations contained in point clouds. Existing methods only treat such relations
as by-products of object feature learning in graphs without specifically
encoding them, which leads to sub-optimal results. In this paper, aiming at
improving 3D dense captioning via capturing and utilizing the complex relations
in …
More from arxiv.org / cs.CL updates on arXiv.org
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