3 papers
cs.CV2025
RadioFlow: Efficient Radio Map Construction Framework with Flow Matching
Haozhe Jia, Wenshuo Chen, Xiucheng Wang +8
Accurate and real-time radio map (RM) generation is crucial for next-generation wireless systems, yet diffusion-based approaches often suffer from large model sizes, slow iterative…
cs.CV2024
An Analysis on Quantizing Diffusion Transformers
Yuewei Yang, Jialiang Wang, Xiaoliang Dai +2
Diffusion Models (DMs) utilize an iterative denoising process to transform random noise into synthetic data. Initally proposed with a UNet structure, DMs excel at producing images…
cs.CV2023
Efficient Quantization Strategies for Latent Diffusion Models
Yuewei Yang, Xiaoliang Dai, Jialiang Wang +2
Latent Diffusion Models (LDMs) capture the dynamic evolution of latent variables over time, blending patterns and multimodality in a generative system. Despite the proficiency of L…