Fankai Jia

MMRQA: SIGNAL-ENHANCED MULTIMODAL LARGE LANGUAGE MODELS FOR MRI QUALITY ASSESSMENT

Magnetic resonance imaging (MRI) quality assessment is crucial for clinical decision-making, yet remains challenging due to data scarcity and protocol variability. Traditional approaches face fundamental trade-offs: signal-based methods like MRIQC provide quantitative metrics but lack semantic under…