How Deepfake Detection Models Perform Across Social Media Platforms

When images are run through social media platforms, they are resized, re-encoded, and pushed through the platform’s codec. In assessing a deepfake detector model, it’s important to ensure the model remains robust across real world platforms.

I built a dataset of varied image formats that mimic the image adjustments made by these popular platforms and tested some open source models on it.