The Stable Diffusion 3 (SD3) technical report details its core technology architecture and performance improvement strategies. The report focuses on the multi-modal diffusion Transformer architecture MMDiT adopted by SD3, and the role of re-weighted flow technology in improving performance. By interpreting the contents of the report, we can have a deeper understanding of SD3’s technological innovation and future development direction. Next, we will analyze the key content in the report.
The Stable Diffusion 3 (SD3) technical report details the multi-modal diffusion Transformer architecture MMDiT adopted by SD3, which improves performance by using two separate sets of weights for image and text representation. The report also revealed that SD3 introduced reweighted flow technology and conducted large-scale research to look forward to future performance improvements. Additionally, the report mentions text encoder issues and recommendations. Overall, the SD3's technical innovation and performance left a deep impression.All in all, SD3’s technical report demonstrates its significant progress in the field of artificial intelligence image generation, and the application of MMDiT architecture and reweighted flow technology provides a solid foundation for future performance improvements. The text encoder issues mentioned in the report also point out the direction for subsequent research and deserve attention. It is believed that SD3 will continue to play an important role in the field of image generation.