The research team has proposed a new training method aimed at enhancing DALL-E3's image generation capabilities. This approach integrates model-generated synthetic captions with human-generated real captions to address issues such as spatial awareness and text rendering. Advanced language models like GPT-4 play a crucial role in improving text quality and depth. Studies show that DALL-E3 has achieved significant improvements in image generation quality and accuracy, laying the foundation for future advancements in text-to-image generation technology.