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.
Masked autoencoders are scalable vision learners,
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
baseline 1
citation-polarity summary
fields
cs.CV 1years
2025 1verdicts
CONDITIONAL 1roles
baseline 1polarities
baseline 1representative citing papers
citing papers explorer
-
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.