National Institutes of Health

Drug- and dose-conditioned latent transition predictor pretrained on the Tahoe-100M perturbation atlas and transferred frozen to tumor RNA-seq.

Synthetic 3D MRI generation spanning brain, prostate, breast and abdomen, with the T1, T2 or FLAIR contrast selected at sampling time.

3D CT image synthesis with paired anatomical masks, driven by a rectified-flow latent diffusion model that samples a whole volume in 30 steps.

Vision-language chat model for 3D chest CT volumes, answering free-form questions and drafting radiology report findings from a frozen 3D encoder.

3D latent diffusion model for synthetic CT, generating volumes up to 512x512x768 voxels with paired masks across 127 anatomical structures.

Vision-language model for 3D chest CT that aligns whole volumes with radiology reports for zero-shot abnormality detection and case retrieval.