MUSE: Resolving Manifold Misalignment in Visual Tokenization via Topological Orthogonality

Panqi Yang, Haodong Jing, Jiahao Chao +5

Unified visual tokenization faces a fundamental trade-off between high-fidelity pixel reconstruction (spatial equivariance) and semantic abstraction (conceptual invariance). We att…