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CNN Architecture를 Custom하여 차량 번호판을 인식하는 프로젝트

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Dataset

  • 2140 images
  • 2140 xml files

Model

  • CNN (Conv - ReLU - Pooling - Conv - ReLU - Pooling - Affine - ReLU - Affine - Sigmoid )

Optimizer

  • SGD, Momentum, Adam
  • Lr = 0.001, 0.01, 0.1
  • Batch size = 32, 64
  • Epochs = 20, 50, 100

Implementation Example Code

Result

  • Train Accuracy : 89.91%
  • Test Accuracy : 77.32%

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CNN Architecture를 Custom하여 차량 번호판을 인식하는 프로젝트

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