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D temporal RoPE applied on top of the
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Achieve high-fidelity 4D mesh generation from video by cleverly repurposing existing positional encodings for temporal information, sidestepping the usual trade-offs between expressiveness and pretraining compatibility.
Diffusion models can generate segmentations that rival discriminative methods, but only if you reshape their vector fields with a distance-aware correction term that combats gradient vanishing.