CMAD learns a shared embedding space for two modalities with a pull-push contrastive loss, then flags instances whose cross-modal similarity falls below a threshold.
A spectral framework for detecting inconsistency across multi-source object re- lationships,
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Deep Structured Cross-Modal Anomaly Detection
CMAD learns a shared embedding space for two modalities with a pull-push contrastive loss, then flags instances whose cross-modal similarity falls below a threshold.