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Segment-level explainable forensics can drastically enhance our ability to detect and interpret localized manipulations in lengthy AI-generated videos.
Achieve state-of-the-art object referring-guided scanpath prediction by fusing VLMs with fixation history and segmentation LoRA, demonstrating the power of perception-enhanced vision-language models.