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Author

Bhalaji Nagarajan

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#artificial intelligence Preprint Sep 2026

MUMINS: Metadata-conditioned Uncertainty-aware Medical Image Next-state Synthesis

An efficient diffusion framework that jointly diffuses a baseline scan and its follow-up residual, summed to synthesize the follow-up scan, while concurrently predicting a spatial uncertainty map, in a single reverse diffusion process is proposed.

A. Oliveras, Roger Marí, Rafael Redondo et al. · 1 citation · ⚡1
#artificial intelligence Open access Jul 2024

Precision at Scale: Domain-Specific Datasets On-Demand

It is proved that automatically generated domain-specific datasets lead to better pretraining than large-scale supervised datasets such as ImageNet-1k and ImageNet-21k and proves the superiority of PaS datasets over existing traditional domain-specific datasets in terms of diversity, scale, and effectiveness.

Jes'us M. Rodr'iguez-de-Vera, Imanol G. Estepa, Ignacio Saras'ua et al. · 5 citations

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