Author

D. Miller

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Preprint Sep 2026

TripleFlow: Training-Free Video Object Removal by Bridging Residual Editing and Native Generation

Video object removal presents a uniquely difficult editing challenge. Because a removal prompt specifies only what to erase rather than what to generate, the model must infer and reconstruct a highly specific occluded background entirely from the surrounding context. Existing training-free methods struggle with this be...

Song-He Wang, Li-Fu Wei, Shuo-Lin Xu et al. · 0 citations

#machine learning Preprint Aug 2026

When 3D Gaussian Splatting Recovers Real Surfaces

It is proved that geometric misalignment forcefully converts spatial textures into high-frequency angular signals via parallax, which establishes a strict identifiability window: if angular capacity is bounded, surface-consistent solutions are mathematically preferred; if unrestricted, the same images can be perfectly...

Song Wang, D. Miller · 0 citations