Instruction-Tuned From survey PDF — verify links
AssistPDA
AssistPDA — Online Assistance
arXiv · 2025Human-reviewed summary status
Survey summary
AssistPDA is the first online video surveillance assistant unifying anomaly prediction, detection, and analysis (VAPDA) for streaming video; a Spatio-Temporal Relation Distillation module transfers offline VLM spatiotemporal modeling to real-time inference, trained on the new VAPDA-127K benchmark.
Taxonomy placement
Instruction-Tuned
Instruction-TunedOnline Assistance
Method characteristics
Instruction-TunedVAPDA-127KStreamingSpatiotemporal relation distillation