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Macrou/VisualAnalysisOfDisinformation

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Visual Analysis of disinformation

Geting started

Download datasets

Download Kai Nakamura, Sharon Levy, and William Yang Wang. 2020. r/Fakeddit: A New Multimodal Benchmark Dataset for Fine-grained Fake News Detection and CIFAKE: Real and AI-Generated Synthetic Images datasets .

Download the requirements.

Use pip install -r requirements.txt to install or the dependencies necessary for the project

Runing the pipeline

To run the clip pipeline run python clip_detection_model.py with the appropriate flags mentioned in options_clip.py. For the Resnet pipeline run python resnet_detection.py with the flags mentioned in resnet_detection.py For the Multimodal pipeline run python multimodal_clip_detection_model.py with the flags mentioned.

Known issues

For the multimodal pipeline there is an issue when the context of the text that needs to be tokenized is bigger than 70 that needs to be solved.

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