Takayuki Shinohara

Takayuki Shinohara

Hi! My name is Takayuki. I was originally born in Tochigi, Japan, and now I’m a Ph.D. student at the Tokyo Institute of Technology in Yokohama, Japan. I study full-waveform LiDAR data analysis with a Deep Learning method.

Semantic Segmentaion method for full-waveform lidar data

Published:

  • This paper presents a novel semantic segmentation method for spatially distributed full-waveform lidar data observed from an ALS using an PointNet-based architecture called FWNet.
  • The results demonstrate high f1 scores for test data.
  • Moreover, the FWNet can deal with dilecctly full-waveform lidar data without any conversison proces mapping into 2D image or 3D voxels.