GaussianSVR performs self-supervised slice-to-volume reconstruction for fetal MRI by optimizing 3D Gaussian representations via a simulated forward slice model and multi-resolution training.
Image quality assessment: from error visibility to structural similarity,
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Vid-Freeze immunizes images by adding perturbations that target attention dynamics in I2V models to enforce temporal freezing and suppress motion synthesis.
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Self-Supervised Slice-to-Volume Reconstruction with Gaussian Representations for Fetal MRI
GaussianSVR performs self-supervised slice-to-volume reconstruction for fetal MRI by optimizing 3D Gaussian representations via a simulated forward slice model and multi-resolution training.
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Vid-Freeze: Protecting Images from Malicious Image-to-Video Generation via Temporal Freezing
Vid-Freeze immunizes images by adding perturbations that target attention dynamics in I2V models to enforce temporal freezing and suppress motion synthesis.