Open access
Jul 2026
Generative Data Augmentation Method for Sonar Images Based on Diffusion Model
Findings indicate that diffusion-based augmentation can provide a practical, semi-automated supplement for long-tail sonar detection, while excessive synthetic data may introduce domain-shift effects.
Siqi Cui, Kaitao Wu, Zhipeng Zhang et al.
· Applied Sciences · 0 citations