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Heejoon Koo

2 accepted papers

2026

EMPOWERING MULTIMODAL RESPIRATORY SOUND CLASSIFICATION WITH COUNTERFACTUAL ADVERSARIAL DEBIASING FOR OUT-OF-DISTRIBUTION ROBUSTNESS

ICASSP 2026poster

Multimodal respiratory sound classification offers promise for early pulmonary disease detection by integrating bioacoustic signals with patient metadata. Nevertheless, current approaches remain vulnerable to spurious correlations from attributes such as age, sex, or acquisition device, which hinder…

Cited by 0SourcePDFScholar
2025

Overcoming Uncertain Incompleteness for Robust Multimodal Sequential Diagnosis Prediction via Curriculum Data Erasing Guided Knowledge Distillation

ICASSP 2025accepted

In this paper, we present NECHO v2, a novel framework designed to enhance the predictive accuracy of multimodal sequential patient diagnoses under uncertain missing visit sequences, a common challenge in real clinical settings. Firstly, we modify NECHO, designed in a diagnosis code-centric fashion,…

Cited by 0SourceScholar