Application of deep learning models in the pathological classification and staging of esophageal cancer: A focus on Wave-Vision Transformer

Figure 1 Display of different types of esophageal diseases. From left to right are esophagitis type A, esophagitis types B-D, short-segment Barrett’s esophagus, and Barrett’s esophagus, with the severity of esophageal conditions increasing sequentially. By visualizing these results, the study enhances the understanding of esophageal inflammation and Barrett’s esophagus progression, providing insights into the gradual deterioration of esophageal tissue as the disease advances[23].