output
20192026
most citedHidden flaws behind expert-level accuracy of multimodal GPT-4 vision in medicine

134 citations

39 papers

cs.AI2026

Reviewing Model Collapse and Countermeasures

Xihao Xie, Beichen Hu

Driven by massive amounts of web-scale data, generative AI (GenAI) has achieved remarkable progress, enabling various applications in diverse sectors. The advances of GenAI have ac…

eess.IV2026★ 2 cited

Scale-aware Adaptive Supervised Network with Limited Medical Annotations

Zihan Li, Dandan Shan, Yunxiang Li +2

Medical image segmentation faces critical challenges in semi-supervised learning scenarios due to severe annotation scarcity requiring expert radiological knowledge, significant in…

quant-ph2025★ 1 cited

Quantum Entanglement Control in Two-Spin-1/2 NMR Systems Through Magnetic Fields and Temperature

Fatemeh Khashami, Stefan Glöggler

We investigate quantum entanglement in two-spin-1/2 NMR systems at thermal equilibrium under external magnetic fields. We derive closed-form analytical expressions for the entangle…

physics.med-ph2025★ 1 cited

MC BTS: simultaneously resolving magnetization transfer effect and relaxation for multiple components

Albert Jang, Hyungseok Jang, Nian Wang +2

We propose a signal acquisition and modeling framework for multi-component tissue quantification that encompasses transmit field inhomogeneity, multi-component relaxation and magne…

cs.CV2025

Deformable Image Registration for Self-supervised Cardiac Phase Detection in Multi-View Multi-Disease Cardiac Magnetic Resonance Images

Sven Koehler, Sarah Kaye Mueller, Jonathan Kiekenap +6

Cardiovascular magnetic resonance (CMR) is the gold standard for assessing cardiac function, but individual cardiac cycles complicate automatic temporal comparison or sub-phase ana…

cs.LG2025

Causal Machine Learning for Surgical Interventions

J. Ben Tamo, Nishant S. Chouhan, Micky C. Nnamdi +6

Surgical decision-making is complex and requires understanding causal relationships between patient characteristics, interventions, and outcomes. In high-stakes settings like spina…