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, 格式要模仿PDF的版式和样子： 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, Image with text formatted like a PDF. Include detailed explanation about positional encodings in transformer models. Text discusses image and word positional encodings

A PDF-style image that contains the following text in a clear, professional-looking font that resembles typesetting used in PDF documents. The text should read: '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 text should be centered in the image, with proper margins around it, and the background of the image should be entirely white, Text placed on an image in PDF format mimicking style. Contains detailed explanation about transformer model and positional encodings highlighting image and word vectors