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Author

Deyin Liu

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#artificial intelligence Preprint Sep 2026

Distilling Image Prototypes for Guided Test-Time Adaptation

A novel framework, Distilling Image Prototype for Guided Test-Time Adaptation (DIPTTA), a compact set of synthetic images that serves as a dynamic and regenerative anchor of source knowledge that anchors a source-calibrated uncertainty estimation method.

Li-Wen Wang, Xing-Bo Dong, Iman Yi Liao et al. · 0 citations
Jun 2026

3D Scene-Adaptive Trajectory-Controllable Human Image Animation with Camera Movement

A ground-adaptive 3D motion retargeting approach to enable user-friendly motion trajectory control adapting to the changes of elevations of ground and orientations automatically and a viewpoint-adaptive latent fusion mechanism to inject point-cloud geometric priors through scene-visibility masking into the generative p...

Deyin Liu, Jichen Xu, L. Wu et al. · 0 citations

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