Weakly Supervised From survey PDF — verify links
VadCLIP++
VadCLIP++ — Vision-Language Adaptation
Digital Signal Processing · 2025Human-reviewed summary status
Survey summary
Extends VadCLIP with dual learnable text-prompt branches: a dynamic branch supervises inter-frame difference features to capture temporal changes in anomalous behavior, while a static branch optimizes in-frame localization, jointly improving weakly supervised detection.
Taxonomy placement
Weakly Supervised
Weakly SupervisedVision-Language Adaptation
Method characteristics
Weakly SupervisedCLIPDynamic VLMTemporal modeling