Table 4.

Real-time prediction of videos by the efficientnet-hill model

	Video Links
Online Streaming Link	Video 1: https://share.weiyun.com/mGY6cCHW Video 2: https://share.weiyun.com/IDswqAk4
Scan QR Code to Watch Video Online

This video series (including Video 1 and Video 2) demonstrates the model's effectiveness in real-time Hill classification of gastroesophageal flap valves. In Video 1, the top left corner displays the model's predictions for the top two categories and their corresponding confidence levels in red font, while a real-time dynamic heatmap reveals the key areas of focus for the model. Video 2 showcases the process of real-time inferential prediction on multiple GEFV images displayed on an iPad, using a camera after the model is deployed on a local computer