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afislonge / deepfake-detection-project

Our project aims to develop a machine learning model to compare and contrast images sourced from Flickr, a platform with user-uploaded photographs, against those generated by ThisPersonDoesNotExist, which uses generative adversarial networks (GANs) to create lifelike human images. We'll evaluate the nuances in authenticity and quality
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Xception Net Model Design - 1 #41

Open isamia1910 opened 3 months ago

isamia1910 commented 3 months ago

Transfer learning model using Xception architecture. By freezing the base model's weights, it retains learned features during training. Additional layers are appended to the model to adapt it for specific image classification tasks (enhancing performance and reducing overfitting)

Model was trained on 600 images, validated using 200 images and tested using 200 images.

isamia1910 commented 3 months ago

After the first training, the number of optimal epochs was found and was used for the first level of hype tuning as the model was overfitting.