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Compile synthetic dataset for AI model training #26

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OrangePear13 opened this issue Oct 16, 2024 · 1 comment
Open

Compile synthetic dataset for AI model training #26

OrangePear13 opened this issue Oct 16, 2024 · 1 comment
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enhancement New feature or request good first issue Good for newcomers simulation Simulation subteam / Works with the simulation of the drone or its environment vision Vision subteam / works with computer vision to interact with photos and identify important objects

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@OrangePear13
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Compile synthetic dataset for AI model training

Problem

Need images of objects from SUAS object list for custom training a YOLO model.

Solution

Use infrastructure created by Simulation subteam for generation of images

  • Collect model files of objects
  • Generate images with simulation program
  • Add images to Roboflow project
  • Backup plan: Try to download dataset images from internet

Additional Information

Object classes from SUAS 2025 ruleset

  • Person/Mannequin
  • Car (Scale Model)
  • Motorcycle (Scale Model)
  • Airplane (Scale Model)
  • Bus (Scale Model)
  • Boat (Scale Model)
  • Stop Sign
  • Bench
  • Snowboard
  • Umbrella
  • Sports Ball
  • Kite
  • Baseball Bat
  • Bed/Mattress
  • Handbag
  • Microwave
  • Clock
  • Tennis Racket
  • Suitcase
  • Skis

Currently collecting object files in sharepoint (link in vision channel on Discord).
Subsequent steps subject to change upon team discussion.

@OrangePear13 OrangePear13 added enhancement New feature or request good first issue Good for newcomers vision Vision subteam / works with computer vision to interact with photos and identify important objects simulation Simulation subteam / Works with the simulation of the drone or its environment labels Oct 16, 2024
@OrangePear13
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An alternative to finding model files online is a 3d scan app, ask for more details.

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Labels
enhancement New feature or request good first issue Good for newcomers simulation Simulation subteam / Works with the simulation of the drone or its environment vision Vision subteam / works with computer vision to interact with photos and identify important objects
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