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Research about Different Deep learning models for ANPR (Automatic number-plate recognition) for Indian Number-Plate Fonts. Includes Training and Testing of CNN models like VGG-9 , MobileNetV2 and Le-Net .

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Research: CNN Model Comparision For ANPR (Indian Numberplates).

Includes Models like VGG-9, MobileNetV2 and Le-Net for Classification of Numberplate Digits and Alphabets using Data Augmentation.

Research Include.

  • Comparing The accuracy Between different Deep Learning Model for ANPR.
  • Comparing The efficiency of models and time taken by them for processing the inputs.
  • The Trainable Params needed by them and total training time required to run on a machine.
  • Computer vision Image Blur issue and how a model can tackle it.
  • Confusion between digits like 0 and O also letters like 1 and I.
  • Plotting the heatmap of Matrix to see the disturbances and false positives.
  • The number of Epochs required for Each model.

Running Models On Local Machine.

Results of Different Models

  • Le-Net Model for Different Indian Numberplate Alphabets.

  1. Model Accuracy vs Epochs

    alt text
  2. Model Loss vs Epochs

    alt text
  3. Model Heatmap for Confusion Matrix

    alt text
  • MobileNetV2 Model for Different Indian Numberplate Alphabets (Without Data Augmentation).

  1. Model Accuracy vs Epochs

    alt text
  2. Model Loss vs Epochs

    alt text
  3. Model Heatmap for Confusion Matrix

    alt text
  • MobileNetV2 Model for Different Indian Numberplate Alphabets (With Data Augmentation).

  1. Model Accuracy vs Epochs

    alt text
  2. Model Loss vs Epochs

    alt text
  3. Model Heatmap for Confusion Matrix

    alt text
  • VGG-9 Model for Different Indian Numberplate Alphabets.

  1. Model Accuracy vs Epochs

    alt text
  2. Model Loss vs Epochs

    alt text
  3. Model Heatmap for Confusion Matrix

    alt text

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Research about Different Deep learning models for ANPR (Automatic number-plate recognition) for Indian Number-Plate Fonts. Includes Training and Testing of CNN models like VGG-9 , MobileNetV2 and Le-Net .

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