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Current DeepFake detectors can be fooled by semantically inconsistent real audio and video, highlighting a critical blind spot in their ability to assess realistic manipulations.
Domain shift in object detection is more complex than in classification, demanding nuanced adaptation strategies across multiple pipeline stages.