Corpus ID: 204960971

Multi Modal Semantic Segmentation using Synthetic Data

@article{Srivastava2019MultiMS,
  title={Multi Modal Semantic Segmentation using Synthetic Data},
  author={Kartik Srivastava and A. Singh and Guruprasad M. Hegde},
  journal={ArXiv},
  year={2019},
  volume={abs/1910.13676}
}
Semantic understanding of scenes in three-dimensional space (3D) is a quintessential part of robotics oriented applications such as autonomous driving as it provides geometric cues such as size, orientation and true distance of separation to objects which are crucial for taking mission critical decisions. As a first step, in this work we investigate the possibility of semantically classifying different parts of a given scene in 3D by learning the underlying geometric context in addition to the… Expand
1 Citations
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References

SHOWING 1-10 OF 13 REFERENCES
The ApolloScape Dataset for Autonomous Driving
  • 232
  • PDF
SqueezeSegV2: Improved Model Structure and Unsupervised Domain Adaptation for Road-Object Segmentation from a LiDAR Point Cloud
  • 153
  • PDF
PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space
  • 2,515
  • PDF
SynthCity: A large scale synthetic point cloud
  • 14
  • PDF
The Pascal Visual Object Classes Challenge: A Retrospective
  • 2,841
  • PDF
Segmentation and Classification of Range Images
  • R. Hoffman, Anil K. Jain
  • Mathematics, Computer Science
  • IEEE Transactions on Pattern Analysis and Machine Intelligence
  • 1987
  • 468
A recursive planar feature extraction method for 3D range data segmentation
  • Guruprasad M. Hegde, C. Ye
  • Mathematics, Computer Science
  • 2011 IEEE International Conference on Systems, Man, and Cybernetics
  • 2011
  • 10
  • PDF
Point cloud labeling using 3D Convolutional Neural Network
  • Jing Huang, Suya You
  • Computer Science
  • 2016 23rd International Conference on Pattern Recognition (ICPR)
  • 2016
  • 172
  • PDF
Near real-time extraction of planar features from 3D flash-ladar video frames
  • 4
Robust extraction of multiple structures from non-uniformly sampled data
  • R. Unnikrishnan, M. Hebert
  • Computer Science
  • Proceedings 2003 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2003) (Cat. No.03CH37453)
  • 2003
  • 40
  • PDF
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