A Unified Module for Accelerating STABLE-DIFFUSION: LCM-LORA

arXiv:2403.16024v1 Announce Type: new
Abstract: This paper presents a comprehensive study on the unified module for accelerating stable-diffusion processes, specifically focusing on the lcm-lora module. Stable-diffusion processes play a crucial role in various scientific and engineering domains, and their acceleration is of paramount importance for efficient computational performance. The standard iterative procedures for solving fixed-source discrete ordinates problems often exhibit slow convergence, particularly in optically thick scenarios. To address this challenge, unconditionally stable diffusion-acceleration methods have been developed, aiming to …

abstract arxiv computational cs.cv cs.gr cs.lg diffusion domains engineering importance iterative lcm-lora lora paper performance processes role scientific standard study type