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#artificial intelligence Preprint Oct 2026

CineMR: Tool-Integrated Vision-Language Reasoning for Quantitative Cardiac MRI Assessment

CineMR is presented, a tool-augmented VLM that invokes cardiac image-analysis tools and integrates their outputs into interleaved reasoning for quantitative CMR assessment and a multi-cohort visual question answering benchmark covering quantitative metric extraction, multiclass diagnosis, and differential diagnosis.

Kun-Yang Li, H. Nguyen, Joshua Lowe et al. · 0 citations

Diffusion Model in Latent Space for Medical Image Segmentation Task

MedSegLatDiff is proposed, a diffusion based framework that combines a variational autoencoder (VAE) with a latent diffusion model for efficient medical image segmentation that provides enhanced interpretability and reliability compared to deterministic baselines, making the model particularly suitable for clinical dep...

Ngoc Huynh Trinh, H. Nguyen, S. B. Lương et al. · 0 citations

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