"OpenAI's CLIP model has been used to analyze the relationship between text and visual data. By encoding and comparing feature representations, researchers have created 2D visualizations of similarities between text and image embeddings using dimensionality reduction techniques such as PCA, UMAP, and t-SNE. This showcases CLIP's ability to integrate and interpret multi-modal data, offering valuable insights for the analysis of textual and visual features."

Source: https://dev.to/singlestore/quick-tip-visualising-similarities-between-clip-text-and-image-embeddings-132