Get orientation of object without an object model with Gen6D
Get orientation of object without an object model with Gen6D
Gen6D: Generalizable Model-Free 6-DoF Object Pose Estimation from RGB Images
arXiv paper abstract https://arxiv.org/abs/2204.10776
arXiv PDF paper https://arxiv.org/pdf/2204.10776.pdf
Project page https://liuyuan-pal.github.io/Gen6D/
Twitter video https://twitter.com/ak92501/status/1518441419664461824
... present a generalizable model-free 6-DoF object pose estimator called Gen6D.
Existing generalizable pose estimators either need high-quality object models or require additional depth maps or object masks in test time, which significantly limits their application scope.
In contrast, ... only requires some posed images of the unseen object and is able to accurately predict the poses of the object in arbitrary environments.
Gen6D consists of an object detector, a viewpoint selector and a pose refiner, all of which do not require the 3D object model and can generalize to unseen objects.
... show that Gen6D achieves state-of-the-art results on two model-free datasets: the MOPED dataset and a new GenMOP dataset
... on the LINEMOD dataset, Gen6D achieves competitive results compared with instance-specific pose estimators. ...
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