Efficient diffusion models: A comprehensive survey from principles to practices

Z Ma, Y Zhang, G Jia, L Zhao, Y Ma, M Ma… - arXiv preprint arXiv …, 2024 - arxiv.org
As one of the most popular and sought-after generative models in the recent years, diffusion
models have sparked the interests of many researchers and steadily shown excellent …

An empirical study and analysis of text-to-image generation using large language model-powered textual representation

Z Tan, M Yang, L Qin, H Yang, Y Qian, Q Zhou… - … on Computer Vision, 2025 - Springer
One critical prerequisite for faithful text-to-image generation is the accurate understanding of
text inputs. Existing methods leverage the text encoder of the CLIP model to represent input …

Enhancing Baidu Multimodal Advertisement with Chinese Text-to-Image Generation via Bilingual Alignment and Caption Synthesis

K Zhao, X Zhao, Z Jin, Y Yang, W Tao, C Han… - Proceedings of the 47th …, 2024 - dl.acm.org
Recent advances in generative artificial intelligence have revolutionized information
retrieval and content generation, opening up new opportunities for the e-commerce industry …