In this paper. we introduce a novel end-to-end multimodal video captioning framework based on cross-modal fusion of visual and textual data. The proposed approach integrates a modality-attention module. which captures the visual-textual inter-model relationships using cross-correlation. https://smokeaers.shop/product-category/downstems/