LoRA-tuned Grounding DINO feeding boxes to a frozen SAM2 achieves strong text-prompted, box-free multi-organ ultrasound segmentation across 18 public datasets including three unseen domains.
Intrapartum ultrasound image segmentation of pubic sym- physis and fetal head using dual student-teacher framework with cnn-vit collaborative learning,
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Grounding DINO-US-SAM: Text-Prompted Multi-Organ Segmentation in Ultrasound with LoRA-Tuned Vision-Language Models
LoRA-tuned Grounding DINO feeding boxes to a frozen SAM2 achieves strong text-prompted, box-free multi-organ ultrasound segmentation across 18 public datasets including three unseen domains.