多模态数据融合处理对数据中心效率提升的影响研究——以浙江省民政数据共享交换中心为例

Research on the Influence of Multimodal Data Fusion Processing for the Efficiency Improvement of Data Center-Taking Zhejiang Provincial Civil Affairs Data Sharing Exchange Center as an Example

研究旨在探讨多模态数据融合对浙江省民政数据共享交换中心效率提升的影响。通过应用早期融合、晚期串联融合和晚期并联融合等方法,整合文本、图像、音频等多模态数据,比较它们对效率的影响。实验结果显示,晚期并联融合在大规模数据流中具有优势,能提高处理效率。这为类似场景下的信息处理流程优化提供有益参考。

This study aims to explore the impact of multimodal data fusion on the efficiency improvement of the civil data sharing exchange center in Zhejiang Province.By applying the methods of early fusion,late series fusion and late parallel fusion,the multimodal data such as text,image and audio are integrated,and their effects on efficiency are compared.The experimental results show that late parallel fusion possesses advantages in large-scaled data streams and can improve the processing efficiency.This provides a useful reference for the optimization of information pro-cessing flow in similar scenarios.