Background/Objectives: Artificial intelligence (AI) increasingly supports chest radiograph interpretation, but per-abnormality comparisons of commercial tools using CT-anchored reference standards remain limited. We compared two commercial AI tools using a CT-anchored, CXR-targeted reference framework. Methods: We retr...
A domain generalization framework that utilizes a foreground-only histogram matching protocol to resolve the domain shift issue arising from disparate clinical sources is proposed, significantly outperforming prominent domain generalization paradigms, including MixStyle and Discrete-Fourier-Transform-based frameworks.
Hong-Yi Pan, Gorkem Durak, H. Aktas et al.· 0 citations
The SPARC-Rad Benchmark is developed, a manually curated multimodal benchmark dataset and evaluation pipeline for assessing whether VLMs can provide reasoning for radiologic anatomy as a spatial system, supporting future model development, failure-mode analysis, and pre-deployment assessment.
Satvik Tripathi, M. E. Şeker, K. Quevada et al.· 0 citations
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