MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution

In three linesMedSynapse-V proposes a framework for latent diagnostic memory evolution in medical imaging. Through meta-query memorization and Causal Counterfactual Refinement (CCR), the model dynamically synthesizes implicit diagnostic memories aligned with clinical logic. Evaluations across multiple datasets show significant gains over state-of-the-art methods.

Summary generated by Claude — human-verified