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Hong Kong University of Science and Technology (Guangzhou)
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Creative agents can now maintain context and evolve projects in real-time, transforming how we approach multimodal production.
Efficiently segmenting small lesions in medical images just got a boost with SegDINO's innovative multi-scale structure, outperforming traditional heavy decoders.
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.
Mamba's long-range dependency modeling, previously underutilized in 3D medical imaging, now achieves state-of-the-art segmentation performance thanks to a novel tri-orientated spatial block.