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icy-bridges-detection's Introduction

Object detection project

Task is to detect objects - icy bridges, on images coming from road cameras.

  • Data from "rtp-aws", I also tried to solve this problem.
  • Made annotattion with "CVAT.ai" with free account
    • Created 2 classes:
      • bridges
      • icy_bridges
  • Split data into train and validate batches
  • Trained Yolo v8 image detection model
  • Validated the trained model

Its a simple solution to try solve the problem and learn the CV technologies and object detection.

Here is what it was able to detect:

Labeled objects

"How it should be"

Whats model detected on validation

"What model detected"

Confusion Matrix

"Confusion Martix"

useful resources:

Train Yolov8 object detection on a custom dataset https://www.youtube.com/watch?v=m9fH9OWn8YM

icy-bridges-detection's People

Contributors

srgchrksv avatar

Watchers

avatar Sergei Cherkasov avatar

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