Understanding Positional Encodings in Transformer Models for Image and Word Representation

只把下列文字输出在图片上，图片上只要下列的文字，不要其他任何东西, 格式要手写体： In this paper, since the transformer model itself doesnt have any sense of position for each input vector, we use two types of positional encodings to address this information. In detail, we use image positional encodings and word positional encodings to represent the image feature position and word vector position, respectively, Display only the given text in handwritten style on the image. Do not include any other elements. The text is about transformer models and positional encodings in research

This is a handwritten-style image containing only the specified text. The text to display is as follows: 'In this paper, since the transformer model itself doesn’t have any sense of position for each input vector, we use two types of positional encodings to address this information. In detail, we use image positional encodings and word positional encodings to represent the image feature position and word vector position, respectively.' The style of the text is natural, flowing handwriting, with the text aligned centrally and cleanly written but maintaining a personal touch, Handwritten text on a plain background. The text discusses transformer models and positional encodings. Contains no additional elements