Contrastive Language-Image Pre-Training (CLIP) model excels in traditional person re-identification (ReID) tasks due to its inherent advantage in generating textual descriptions for pedestrian images.

Event temporal relationship is helpful in analyzing natural language as it can classify event improvement. Pre-trained language approaches have been applied in numerous recent studies, and the results ...