Unverified50% confidenceFactExact time
Temporal consistency is a long-standing unresolved challenge in the field of video generation, as early diffusion models sampling each frame independently caused abrupt changes between adjacent frames (commonly known as flickering or hallucination drift).
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50%
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Long-term
Relevance
9/25/2026
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Unverified帧间不一致(Temporal Inconsistency)的根源在于早期扩散模型以帧为单位独立生成,缺乏对时间维度连续性的显式建模76% similarUnverifiedVideo streams are continuously high-frequency data, and if a large model is called for inference on every frame, computational overhead and latency may become bottlenecks.74% similarUnverified主体漂移本质上是模型在时序一致性建模上的不足,源于扩散模型每帧去噪引入随机性叠加时序注意力对长程依赖捕获能力有限73% similar
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