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asset-recognition-project

train asset recognition program

  • import raw data from bnsf
  • identify all different assets (update with full list)
  • geo-locate assets via forward facing camera mounted perpendicular to track at the top of the train
  • create digital twins in conjunction with gps tracking to view exact location of train at any given time
  • replicate feature similar to GTA 5 where cops have viewing radius if wanted level increases, same idea just with trains on tracks (ex below)

gta wanted minimap and cops location with sector

ASAP TODOS

  • add all dependencies and package versions to readme file
  • get list of all assets that need to be detected
  • find pictures of all assets
  • install picture labeling software (labellmg)
  • upload testing footage to the "data/workspace/images/test" folder (or find alternative by using google drive link? -> make public)

ASSETS FULL LIST

  • signal
  • way side
  • switch turnout
  • switch derail
  • structure
  • sign station
  • sign speed
  • sign other
  • sign operating
  • road crossing
  • milepost
  • interlocker
  • insulated joint
  • clearance

NOTES

  • virtual environment "(trains)" is not uploaded to github, dependencies and packages used will be updated to the the "help" folder.
  • access to the test footage is avaliable via google drive links in the "help" folder (debating whether to use .mov or the links for final testing)

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