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A Simple Approach for Visual Rearrangement: 3D Mapping and Semantic Search. (arXiv:2206.13396v2 [cs.CV] UPDATED)
Aug. 11, 2022, 1:11 a.m. | Brandon Trabucco, Gunnar Sigurdsson, Robinson Piramuthu, Gaurav S. Sukhatme, Ruslan Salakhutdinov
cs.LG updates on arXiv.org arxiv.org
Physically rearranging objects is an important capability for embodied
agents. Visual room rearrangement evaluates an agent's ability to rearrange
objects in a room to a desired goal based solely on visual input. We propose a
simple yet effective method for this problem: (1) search for and map which
objects need to be rearranged, and (2) rearrange each object until the task is
complete. Our approach consists of an off-the-shelf semantic segmentation
model, voxel-based semantic map, and semantic search policy to …
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