Pre-operative planning for bronchoscopy is critical for the diagnosis of lung lesions. Current accessibility assessment relies on subjective manual inspection of CT scans, which is time-consuming and prone to inter-observer variability. In this paper, we formalize bronchoscopy accessibility prediction as a novel superv...
L. Peng, Cui-Ling Sun, Bin Wang et al.· 0 citations
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
This work presents a hierarchical multimodal MoE for interstitial lung disease (ILD) classification that integrates a frozen, pre-trained imaging expert with structured electronic health records (EHR) via two-stage gating via two-stage gating.
A. Peltekian, Gorkem Durak, H. Aktas et al.· 0 citations
A unified 3D pancreas segmentation framework that applies domain-adversarial learning to 4,604 heterogeneous CT and MRI scans to learn anatomical representations is developed and demonstrated that a unified anatomical representation can support both cross-modality pancreas segmentation and label-efficient downstream tr...
Zi-Liang Hong, Hong-Yi Pan, H. Aktas et al.· 0 citations
The results show strong performance on colonoscopy images and competitive performance on prostate MRI, supporting gaze-guided prototype refinement as a promising approach for segmentation-label-efficient, human-in-the-loop medical image segmentation.
M. Benyahia, Marouane Tliba, M. A. Kerkouri et al.· 0 citations
An accessible overview of XAI is provided, including saliency maps, perturbation-based and feature-attribution approaches, concept- based methods, and example-based reasoning, as well as uncertainty quantification as a complementary approach for assessing prediction reliability, along with common misconceptions and eme...
Gorkem Durak, H. Aktas, Tugba Akinci D'Antonoli et al.· Diagnostic and Interventiona...· 0 citations
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