Diffusion-Model-Based Data Augmentation for Target Detection in Side-Scan Sonar Images

Side-scan sonar images play an important role in underwater target detection, seabed mapping, and marine environment monitoring. However, the performance of deep learning-based detectors is often limited by the small scale of available sonar datasets, the high cost of data acquisition, and class imb...

Ausführliche Beschreibung

Bibliografische Detailangaben

Hauptverfasser:	Yuanxu Yang, Tao Zhang
Format:	Artigo
Sprache:	Inglês
Veröffentlicht:	MDPI AG 2026-07-01
Schriftenreihe:	Remote Sensing
Schlagworte:	side-scan sonar data augmentation diffusion model LoRA underwater target detection
Online-Zugang:	https://www.mdpi.com/2072-4292/18/13/2193
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