create cnn autoencoder for delete from pictures watermarks in matlab

Here is an example code on how to create a CNN autoencoder for removing watermarks from images in Matlab:

main.m
% Load the input image
inputImage = imread('watermarkedImage.jpg');

% Define the autoencoder architecture
hiddenSize = 500;
autoencoder = trainAutoencoder(inputImage, hiddenSize, 'MaxEpochs', 100);

% Encode the input image
encodedImage = encode(autoencoder, inputImage);

% Remove the watermark by setting the lowest encoded pixel values to zero
encodedImage(encodedImage<0.1) = 0;

% Decode the encoded image
decodedImage = decode(autoencoder, encodedImage);

% Show the input, encoded and decoded images side by side
montage({inputImage, encodedImage, decodedImage});

% Save the decoded image as output
imwrite(decodedImage, 'removedWatermark.jpg');
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This code loads a watermarked image and trains a CNN autoencoder to remove the watermark by setting the lowest encoded pixel values to zero. Finally, the decoded image is saved as output.

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