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Surveillance Video-and-Language Understanding: from Small to Large Multimodal Models

IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY(2025)

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Key words
Surveillance,Annotations,Anomaly detection,Visualization,Timing,Large language models,Public transportation,Surveillance video understanding,multimodal learning,dataset annotation,multimodal large language learning
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