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Cross Modality Image Translation In Medical Imaging Using Generative Frameworks

This work presents a reproducible benchmark for 3D I2I translation in oncological imaging that compares seven generative models: three Generative Adversarial Networks (Pix2Pix, CycleGAN, and SRGAN) and four latent models (Latent Diffusion Model, Latent Diffusion Model+ControlNet, Brownian Bridge, and Flow Matching).

G. Romoli, A. Capoccia, Filippo Ruffini et al. · 1 citation
Review Open access Jul 2026

Beyond morphology: imaging the glioblastoma microenvironment in the era of quantitative neuro-oncology

Future research should prioritize harmonized multicenter studies and biologically informed multimodal analytical frameworks to enable the routine implementation of microenvironment-oriented precision imaging in GBM management.

Lorenzo Arena, G. Espa, Giovanni Bertalot et al. · 0 citations

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