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camera-source-identification-using-cnn's Introduction

Camera-Source-Identification-using-CNN

  1. Code implemented in Keras.

  2. cnn.py and cnn_256.py are files implemented for camera source identification.

  3. CNN model using 3 convolution layer.

  4. Image patches from dataset are collected in .csv file.

  5. In cnn.py, preprocessing, i.e., highpass filtering has been performed before feeding data to CNN module.

  6. Input : Image patches from 10 camera models from Dresden Image Dataset.

  7. Output: camera source of test image.

  8. Model gives good classification accuracy, i.e., ~96 % for 10 camera models.

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