GenAI-survey

Visual modality

Methods code paper trainable/fintune? author comments
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Audio modality

Methods code paper trainable/fintune? author comments
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Attack

Methods code paper blackbox? year comments
Defense Against Adversarial Attacks on Audio DeepFake Detection https://github.com/piotrkawa/audio-deepfake-adversarial-attacks?tab=readme-ov-file https://www.isca-archive.org/interspeech_2023/kawa23_interspeech.html white+black 2023 audio
Adversarial Magnification to Deceive Deepfake Detection through Super Resolution https://github.com/davide-coccomini/Adversarial-Magnification-to-Deceive-Deepfake-Detection-through-Super-Resolution https://arxiv.org/pdf/2407.02670 blackbox 2024 img
Turn Fake into Real: Adversarial Head Turn Attacks Against Deepfake Detection - https://arxiv.org/abs/2309.01104 black 2023 img
Evading DeepFake Detectors via Adversarial Statistical Consistency https://arxiv.org/pdf/2304.11670 black-white 2023 img