AI Research

    PairCLIP-SWA: Similarity-Guided Balancing and Stochastic Weight Averaging for Generalized Deepfake Image Detection with OpenCLIP

    A study of checkpoint reliability for generalized deepfake image detection

    Deepfake detectors are almost always deployed as the single checkpoint that scored best on a validation split, yet the reliability of that choice is rarely measured.

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    ArXiv CS.CV

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    ArXiv CS.CV
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    Choosing a detector by its best validation score may hide how dependable that checkpoint is. PairCLIP-SWA addresses this concern in the context of generalized deepfake image detection using OpenCLIP.

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