LTB-Solver: Long-tailed Bias Solver for image synthesis of diffusion models

• Published in: Neurocomputing (Amsterdam) Vol. 634; p. 129651
• Main Authors: Fu, Siming, He, Xiaoxuan, Hu, Haoji
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 14.06.2025
• Subjects: Diffusion models; Long-tailed learning; Diffusion models; Long-tailed learning

Though diffusion models have shown the merits of generating high-quality visual data while preserving better diversity in recent studies, they do not generalize well on long-tailed datasets due to the minority classes lacking of diversity and semantic information. To overcome the aforementioned chal...