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The Hong Kong University of Science and Technology (Guangzhou)
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Achieve state-of-the-art ultrasound video segmentation with only a single point click and anatomical category name, surpassing even finetuned specialists, thanks to a novel training-free framework.
Achieve spatially precise control in FPS world models by injecting actions locally, without segmentation labels, enabling zero-shot generalization across games.
Forget scalar rewards: GenEvolve distills structured visual experiences from successful and failed generation trajectories, enabling token-level supervision for self-improving image generation agents.
