Woo-Jeong Nam

Kyungpook National University · Computer Science and Engineering

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Prof. 남우정

패턴인식 및 머신지능 연구실의 남우정 교수는 인공지능 의사결정에 대한 시각적 설명(explainable AI)을 연구한다. 기계학습 응용과 딥러닝 기반 의료 및 항공 영상 분석을 주요 주제로 다룬다.

Explainable AI / deep neural network interpretabilityself-supervised & few-shot learningand medical/aerial image analysis

Illuminating Salient Contributions in Neuron Activation with Attribution EquilibriumIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) · 2024
Appearance Debiased Gaze Estimation via Stochastic Subject-Wise Adversarial LearningPattern Recognition · 2024
Personalized Face Aging via Counterfactual-guided Appearance ManipulationExpert Systems with Applications · 2026
PINet: Improving the Stability of Prototype Networks via Phantasia-Inspired Uncertain RepresentationsAAAI Conference on Artificial Intelligence · 2026
AWM-GAN: SAR-to-Optical Image Translation with Adaptive Weight MapsRemote Sensing · 2025
Activation-Driven Discrepancy as Evidence for Generalized Neural InterpretabilityExpert Systems with Applications · 2025