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This study explores the potential of leveraging tourist-generated images to enhance engagement and loyalty at intercity tourist sites through a photo challenge game. With over 1.72 trillion photos shared annually on social media, these visuals offer a valuable resource for motivating participation. Unlike traditional games that focus on individual attractions, our approach targets intercity destinations to foster a deeper connection and sense of loyalty. The research methodology involved meticulous preparation of diverse and relevant datasets comprising tourist-generated images. These images were categorized and classified using advanced techniques such as GAN and geometric augmentation, employing an ensemble of models including EfficientNetV2B1, EfficientNetV2B0, and MobileNetV2. Additionally, a modified Siamese network compared tourist-submitted photos with standard photos from the warehouse …