AINeutralarXiv – CS AI · 10h ago6/10
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OrthoMotion:Disentangling Camera and Subject Motion via Geometry Semantics Orthogonal Attention
OrthoMotion is a novel AI technique that solves the long-standing problem of independently controlling camera motion and subject motion in video generation by routing them through algebraically complementary attention mechanisms. The method guarantees disentanglement through mathematical construction rather than relying on emergent behavior, achieving state-of-the-art results with significantly reduced cross-talk between the two control channels.