In this paper. we study the challenge of image-to-video retrieval. which uses the query image to search relevant frames from a large collection of videos. A novel framework based on convolutional neural networks (CNNs) is proposed to perform large-scale video retrieval with low storage cost and high search efficiency. https://herbsdailyes.shop/product-category/chitosan/