T2ID-CAS adds SDXL-generated synthetic tracheal ring and vocal fold images plus class-aware sampling to raise neck ultrasound landmark detection mAP50-95 from 66 to 88.2.
Role of upper airway ultrasound in airway management,
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T2ID-CAS: Diffusion Model and Class Aware Sampling to Mitigate Class Imbalance in Neck Ultrasound Anatomical Landmark Detection
T2ID-CAS adds SDXL-generated synthetic tracheal ring and vocal fold images plus class-aware sampling to raise neck ultrasound landmark detection mAP50-95 from 66 to 88.2.