Abstract: Highlights•Propose a zero-shot diffusion-based framework for subject-driven generation task.•Introduce a training-free subject-enhanced attention guidance.•Propose a novel evaluation metric GroundingScore for comprehensive assessment.
External IDs:doi:10.1016/j.patcog.2025.112111
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