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Charles Ruizhongtai Qi

2 accepted papers

2017

PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space

NeurIPS 2017poster

Few prior works study deep learning on point sets. PointNet is a pioneer in this direction. However, by design PointNet does not capture local structures induced by the metric space points live in, limiting its ability to recognize fine-grained patterns and generalizability to complex scenes. In thi…

Cited by 14360SourcePDFScholar
2017

Shape Completion Using 3D-Encoder-Predictor CNNs and Shape Synthesis

CVPR 2017spotlight

We introduce a data-driven approach to complete partial 3D shapes through a combination of volumetric deep neural networks and 3D shape synthesis. From a partially-scanned input shape, our method first infers a low-resolution -- but complete -- output. To this end, we introduce a 3D-Encoder-Predicto…

Cited by 804PDFScholar