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Fudan University, China
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PanoSeeker achieves unprecedented search efficiency and segmentation accuracy in dynamic 360掳 environments, redefining how agents can actively perceive and interact with their surroundings.
MLLMs can now segment emerging entities with significantly improved accuracy thanks to ROSE, a retrieval-augmented framework that boosts performance by 19.2 gIoU over a Gemini-2.0 Flash baseline.