One self-supervised encoder trained on unpaired X-ray, ultrasound, endoscopy, and CT data gives competitive zero-shot retrieval and seems to generalize to unseen MRI tasks.
Anatomical invariance modeling and semantic alignment for self-supervised learning in 3d medical image analysis,
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M3Ret: Unleashing Zero-shot Multimodal Medical Image Retrieval via Self-Supervision
One self-supervised encoder trained on unpaired X-ray, ultrasound, endoscopy, and CT data gives competitive zero-shot retrieval and seems to generalize to unseen MRI tasks.