DINOv3 ViT-7B features achieve 83.4% accuracy and 87.0 edit score in data-efficient phase segmentation on SICS-155, outperforming ResNet-50 and I3D under controlled conditions.
Phase recognition in manual small- incision cataract surgery with MS-TCN++ on the novel SICS- 105 dataset
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Data-Efficient Surgical Phase Segmentation in Small-Incision Cataract Surgery: A Controlled Study of Vision Foundation Models
DINOv3 ViT-7B features achieve 83.4% accuracy and 87.0 edit score in data-efficient phase segmentation on SICS-155, outperforming ResNet-50 and I3D under controlled conditions.