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Project: Panasonic 3D Lidar Challenge

nathanestill edited this page Feb 4, 2020 · 7 revisions

Overview

Fall 2019

Spring 2020

Tasks

Priority: HIGH

  • Fix OPC & Safety System
  • Verify & Re-tune Teleoperative Capability
  • Train ML Algorithms on new data collected from Waymo-OD
  • Update Panasonic Lidar transform
  • Update person-follow node to follow point in 2D space
  • Write Panasonic Lidar node to output person location as point in 2D space
  • Test batching algorithm on simulated data
  • Using 3D Lidar to detect road height
  • Collect training data from virtual 3D Lidar

Priority: MEDIUM

  • Write script to generate training data from Panasonic Lidar
  • Collect training data of cones to augment Waymo Dataset
  • Retrain ML Algorithms on additional cone data

Priority: LOW

Extensions

  • Combine with CV algorithm to resolve multi-person confusion
  • Set type of object to follow, allow tractor to follow vehicles
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