A single canonical neural atlas is learned jointly over thousands of ultrasound frames from five cardiac and musculoskeletal datasets via DINOv3 features and per-video generative latent optimization embeddings to support annotation transfer.
Cheng, Neal Yuan, Bryan He, Alan C
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Cohort-Scale Neural Atlases of Ultrasound Video
A single canonical neural atlas is learned jointly over thousands of ultrasound frames from five cardiac and musculoskeletal datasets via DINOv3 features and per-video generative latent optimization embeddings to support annotation transfer.