Campus3D: A Photogrammetry Point Cloud Benchmark for Hierarchical Understanding of Outdoor Scene

@article{Li2020Campus3DAP,
  title={Campus3D: A Photogrammetry Point Cloud Benchmark for Hierarchical Understanding of Outdoor Scene},
  author={Xinke Li and Chongshou Li and Z. Tong and A. Lim and J. Yuan and Yuwei Wu and Jing Tang and Raymond Huang},
  journal={Proceedings of the 28th ACM International Conference on Multimedia},
  year={2020}
}
Learning on 3D scene-based point cloud has received extensive attention as its promising application in many fields, and well-annotated and multisource datasets can catalyze the development of those data-driven approaches. To facilitate the research of this area, we present a richly-annotated 3D point cloud dataset for multiple outdoor scene understanding tasks and also an effective learning framework for its hierarchical segmentation task. The dataset was generated via the photogrammetric… Expand
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References

SHOWING 1-10 OF 12 REFERENCES
SemanticKITTI: A Dataset for Semantic Scene Understanding of LiDAR Sequences
  • 181
  • Highly Influential
  • PDF
TerraMobilita/iQmulus urban point cloud analysis benchmark
  • 82
  • Highly Influential
  • PDF
Semantic3D.net: A new Large-scale Point Cloud Classification Benchmark
  • 247
  • Highly Influential
  • PDF
Paris-Lille-3D: A large and high-quality ground-truth urban point cloud dataset for automatic segmentation and classification
  • 73
  • Highly Influential
  • PDF
SUN RGB-D: A RGB-D scene understanding benchmark suite
  • 735
  • Highly Influential
  • PDF
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation
  • 3,722
  • Highly Influential
  • PDF
ScanNet: Richly-Annotated 3D Reconstructions of Indoor Scenes
  • 804
  • Highly Influential
  • PDF
Associatively Segmenting Instances and Semantics in Point Clouds
  • 70
  • Highly Influential
  • PDF
Paris-rue-Madame Database - A 3D Mobile Laser Scanner Dataset for Benchmarking Urban Detection, Segmentation and Classification Methods
  • 70
  • Highly Influential
  • PDF
PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space
  • 2,393
  • Highly Influential
  • PDF
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