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Implementation of the paper A Deep Learning Approach to Universal Image Manipulation Detection Using a New Convolutional Layer

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Image Manipulation Detection

Code for Universal Image Manipulation Detection, adapted from A Deep Learning Approach to Universal Image Manipulation Detection Using a New Convolutional Layer, using Caffe.

This work has been done during a last year project in Ecole Centrale de Lille (engineering school) under the surpervision of Patrick Bas (CNRS Lille, CRISTAL) and John Klein (CNRS Lille, CRISTAL).

Add gaussian noise

Use Src/make_gaussian_noise.py to add a AWGN to your own images.

LMDB database

Use Src/lmdb_creation.py to add build an LMDB database for train and validation set.

Network

Run Src/main.py to train the network and your images.

Rapport Impact

Report about this work (in French)

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Implementation of the paper A Deep Learning Approach to Universal Image Manipulation Detection Using a New Convolutional Layer


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