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University of Macau
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Forget axis-aligned biases: TopoMamba's topology-aware scanning and HSIC-gated fusion unlocks more accurate medical image segmentation, especially for tricky curved structures.
Generalizing to unseen compositions? This plug-and-play method leverages structure in the embedding space to adapt prompts, significantly boosting open-vocabulary zero-shot learning.
By learning to intelligently "zoom in" on relevant image regions, TikArt significantly boosts MLLM performance on fine-grained visual reasoning tasks.