LightAIR: Lightweight Action Inversion and Riemannian Rectification for Text-based Person Anomaly Search
The Lightweight Action Inversion and Riemannian rectification network (LightAIR) is proposed, which introduces textual semantic priors as anchors via a lightweight action inversion operator to extract pure action features, thereby overcoming visual-inherent coupling.