Weakly Supervised From survey PDF — verify links
VadCLIP
VadCLIP — Vision-Language Adaptation
AAAI · 2024Human-reviewed summary status
Survey summary
VadCLIP adapts frozen CLIP to weakly supervised VAD via a dual-branch design: one branch performs coarse-grained binary classification from visual features, the other exploits fine-grained vision-language alignment, achieving state-of-the-art results on UCF-Crime and XD-Violence.
Taxonomy placement
Weakly Supervised
Weakly SupervisedVision-Language Adaptation
Method characteristics
Weakly SupervisedCLIPDual-branchMIL-AlignLearnable prompts