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Polarimetric restoration methods that only optimize for visual fidelity fail to recover accurate Stokes, DoLP, and AoLP under compound degradations; UniPolar achieves this by jointly learning image and Stokes components with physical consistency.
Open-Vocabulary Gaze Object Prediction can now effectively recognize and localize objects from a diverse array of unseen categories, outperforming traditional methods.