Trajectory Consistency Distillation

arXiv:2402.19159v1 Announce Type: new
Abstract: Latent Consistency Model (LCM) extends the Consistency Model to the latent space and leverages the guided consistency distillation technique to achieve impressive performance in accelerating text-to-image synthesis. However, we observed that LCM struggles to generate images with both clarity and detailed intricacy. To address this limitation, we initially delve into and elucidate the underlying causes. Our investigation identifies that the primary issue stems from errors in three distinct areas. Consequently, we introduce Trajectory Consistency Distillation …

abstract arxiv consistency model cs.cv distillation generate image images performance space synthesis text text-to-image trajectory type