PUBLICATIONS

Ho Kyung Shin, and Woo-Jeoung Nam, "Activation-Driven Discrepancy as Evidence for Generalized Neural Interpretability", Expert Systems with Applications (2025), Accepted. (IF: 7.5)

W.-J. Nam, and S.-W. Lee, "Illuminating Salient Contributions in Neuron Activation with Attribution Equilibrium, (2024), Accepted. ( IEEE Transactions on Pattern Analysis and Machine Intelligence, IF: 20.8)

S. Kim, W.-J. Nam, and S.-W. Lee, "Appearance Debiased Gaze Estimation via Stochastic Subject-Wise Adversarial Learning," Pattern Recognition, (2024), Accepted. (IF: 8)

K.-M. Jin, G.-H. Lee, W.-J. Nam, T.-K. Kang, H.-W. Kim, S.-W. Lee, "Masked Kinematic Continuity-aware Hierarchical Attention Network for Pose Estimation in Videos," Neural Networks, 2024,  Accepted.

H.-W. Kim, G.-H. Lee, W.-J. Nam, K.-M. Jin, T.-K. Kang, G.-J. Yang and S.-W. Lee, "MHCanonNet: Multi-Hypothesis Canonical Lifting Network for Self-supervised 3D Human Pose Estimation in the wild Video," Pattern Recognition, (2024), Accepted. (IF: 8)

Seung-Hyup Na, Woo-Jeoung Nam, Seong-Whan Lee, "Toward Practical and Plausible Counterfactual Explanation through Latent Adjustment in Disentangled Space", Expert Systems with Applications (2023), Accepted (IF: 8.5)

Tae-Jin Woo, Woo-Jeoung Nam, Yeong-Joon Ju, Seong-Whan Lee, "Compensatory Debiasing for Gender Imbalances in Language Models", IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP, Oral) 2023, Accepted

Taehyung Kim, Woo-Jeoung Nam, Seong-Whan Lee, "Enhancing Robustness of Prototype with Attentive Information Guided Alignment in Few-Shot Classification", The 26th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD) 2023, Accepted

Jung-Ho Hong†, Woo-Jeoung Nam†, Kyu-Sung Jeon, and Seong-Whan Lee, "Towards Better Visualizing the Decision Basis of Networks via Unfold and Conquer Attribution Guidance", Proceedings of the AAAI Conference on Artificial Intelligence (AAAI) 2023 (†Co-first author), Accepted

Seung-Hyup Na, Woo-Jeoung Nam, Seong-Whan Lee, "Toward Practical and Plausible Counterfactual Explanation through Latent Adjustment in Disentangled Space", Expert Systems with Applications (2023), Accepted

Hong-Gyu Jung†, Woo-Jeoung Nam†, Hyun-Woo Kim, and Seong-Whan Lee, “Weakly Supervised Thoracic Disease Localization via Disease Masks”, Neurocomputing Neurocomputing 517 (2023): 34-43. (†Co-first author)

Wooyeol Hyun†, Woo-Jeoung Nam†, and Seong-Whan Lee, “Dissimilate-and-Assimilate Strategy for Video Anomaly Detection and Localization”, Neurocomputing 522 (2023): 203-213. (†Co-first author)

"Gradient Hedging for Intensively Exploring Salient Interpretation beyond Neuron Activation", under review

"Calibrated Attention Masking Network for Temporal Action Localization", under review

Tae-Jin Woo, Woo-Jeoung Nam, Yeong-Joon Ju, Seong-Whan Lee, "Compensatory Debiasing for Gender Imbalances in Language Models", IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP, Oral) 2023, Accepted

Taehyung Kim, Woo-Jeoung Nam, Seong-Whan Lee, "Enhancing Robustness of Prototype with Attentive Information Guided Alignment in Few-Shot Classification", The 26th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD) 2023, Accepted

Jung-Ho Hong†, Woo-Jeoung Nam†, Kyu-Sung Jeon, and Seong-Whan Lee, "Towards Better Visualizing the Decision Basis of Networks via Unfold and Conquer Attribution Guidance", Proceedings of the AAAI Conference on Artificial Intelligence (AAAI) 2023 (†Co-first author), Accepted

Ji-Hoon Han, Woo-Jeoung Nam, and Seong-Whan Lee, "SAR Image Denoising in High Dynamic Range with Speckle and Thermal Noise Refinement Modeling", International Conference on Advanced Video and Signal-Based Surveillance (AVSS) 2022

Joo-Yeon Lee, Woo-Jeoung Nam, and Seong-Whan Lee, "Multi-contextual Predictions with Vision Transformer for Video Anomaly Detection", International Conference on Pattern Recognition (ICPR) 2022

Sueyeon Kim, Woo-Jeoung Nam, and Seong-Whan Lee, "Few-Shot Object Detection with Proposal Balance Refinement", International Conference on Pattern Recognition (ICPR) 2022

Wooyeol Hyun, Woo-Jeoung Nam, and Seong-Whan Lee, "Learning Temporal Context of Normality for Unsupervised Anomaly Detection in Videos", IEEE International Conference on Systems, Man and Cybernetics (SMC) 2022.

Woo-Jeoung Nam, Jaesik Choi, and Seong-Whan Lee, "Interpreting Deep Neural Networks with Relative Sectional Propagation by Analyzing Comparative Gradients and Hostile Activations", Proceedings of the AAAI Conference on Artificial Intelligence (AAAI) 2021.

Hyunseung Chung, Woo-Jeoung Nam, and Seong-Whan Lee, “Rotation Invariant Aerial Image Retrieval with Group Convolutional Metric Learning”, International Conference on Pattern Recognition (ICPR) 2020.

Woo-Jeoung Nam, Shir Gur, Jaesik Choi, Lior Wolf, and Seong-Whan Lee, "Relative attributing propagation: Interpreting the comparative contributions of individual units in deep neural networks", Proceedings of the AAAI Conference on Artificial Intelligence (AAAI) 2020.

Dong-Geon Kim, Woo-Jeoung Nam, and Seong-Whan Lee, "A robust matching network for gradually estimating geometric transformation on remote sensing imagery", IEEE International Conference on Systems, Man and Cybernetics (SMC) 2019.

Ho Kyung Shin and Woo-Jeoung Nam, "Activation-Driven Discrepancy as Evidence for Generalized Neural Interpretability", Expert Systems with Applications (2025), Accepted. (IF: 7.5)

W.-J. Nam, and S.-W. Lee, "Illuminating Salient Contributions in Neuron Activation with Attribution Equilibrium, (2024), Accepted. IEEE Transactions on Pattern Analysis and Machine Intelligence, (IF: 20.8)

S. Kim, W.-J. Nam, and S.-W. Lee, "Appearance Debiased Gaze Estimation via Stochastic Subject-Wise Adversarial Learning," Pattern Recognition, (2024), Accepted. (IF: 8)

H.-W. Kim, G.-H. Lee, W.-J. Nam, K.-M. Jin, T.-K. Kang, G.-J. Yang and S.-W. Lee, "MHCanonNet: Multi-Hypothesis Canonical Lifting Network for Self-supervised 3D Human Pose Estimation in the wild Video," Pattern Recognition, (2023), Accepted. (IF: 8)

Seung-Hyup Na, Woo-Jeoung Nam, Seong-Whan Lee, "Toward Practical and Plausible Counterfactual Explanation through Latent Adjustment in Disentangled Space", Expert Systems with Applications (2023), Accepted (IF: 8.5)

Hong-Gyu Jung†, Woo-Jeoung Nam†, Hyun-Woo Kim, and Seong-Whan Lee, “Weakly Supervised Thoracic Disease Localization via Disease Masks”, Neurocomputing Neurocomputing 517 (2023): 34-43. (†Co-first author)

Wooyeol Hyun†, Woo-Jeoung Nam†, and Seong-Whan Lee, “Dissimilate-and-Assimilate Strategy for Video Anomaly Detection and Localization”, Neurocomputing 522 (2023): 203-213. (†Co-first author)

Jae-Hyun Park†, Woo-Jeoung Nam†, and Seong-Whan Lee, “A Two-Stream Symmetric Network with Bidirectional Ensemble for Aerial Image Matching”, Remote Sensing 12.3 (2020): 465. (†Co-first author)

Min-Sub Yun†, Woo-Jeoung Nam†, and Seong-Whan Lee, “Coarse-to-Fine Deep Metric Learning for Remote Sensing Image Retrieval”, Remote Sensing Remote Sensing 12.2 (2020): 219. (†Co-first author)

Young-Eun Kim, Woo-Jeoung Nam, and Seong-Whan Lee, “Style Selective Normalization with Meta- Learning for Test-Time Adaptive Face Anti-Spoofing”, Expert Systems with Applications 214 (2023): 119106.

Sang-Hoon Lee, Hyeong-Rae Noh, Woo-Jeoung Nam, and Seong-Whan Lee, “Duration Controllable Voice Conversion via Phoneme-Based Information Bottleneck”, IEEE/ACM Transactions on Audio, Speech, and Language Processing 30 (2022): 1173-1183.

Sang Min Kim, So Eun Bae, Ho Kyung Shin, SuJang Pyeon, Seong Heon Kim, and  Woo-Jeoung Nam, “A Diagnostic Framework for Adnexal Torsion Using CT-Based Adaptive Preprocessing and Deep Neural Networks”, AI Signal Processing, 2025.

SuJang Pyeon, Sang Min Kim, Seong Heon Kim, So Eun Bae, Ho Kyung Shin, and  Woo-Jeoung Nam, “A Semantic Mask-Based Face Aging Framework for Personalized Age Transformation”, AI Signal Processing, 2025.

So Eun Bae, Ho Kyung Shin, SuJang Pyeon, Sang Min Kim, Seong Heon Kim, and Woo-Jeoung Nam, “Interpreting Layer-wise Discriminative Evidence in Neural Network Decisions via Asymmetric Attribution Propagation”, AI Signal Processing, 2025.

Ho Kyung Shin, So Eun Bae, SuJang Pyeon, Sang Min Kim, Seong Heon Kim, and Woo-Jeoung Nam, “Enhancing Explainability in Chest X-ray Diagnosis Using a Hybrid Transformer and Re-normalized Attention Maps”, AI Signal Processing, 2025.

Sang Min Kim, So Eun Bae, JooHun Lee, and Woo-Jeoung Nam, “Study of Deep Learning Models for Adnexal cystic torsion Diagnosis on Abdominal CT”, Korea Computer Congress, 2020.

Sujang Pyeon, Ho Kyung Shin, So Eun Bae, and Woo-Jeoung Nam, “Face Age Synthesis via Hierarchical Latent Vector Control”, Korea Computer Congress, 2025.

Yong-Ju Lee, Woo-Jeoung Nam, and Seong-Whan Lee, “Deep Learning-Based Ensemble Network for Precise Matching of Remote-Sensing Images”, The Korea Institute of military science and technology, 2020.

Jae-Hyun Park, Woo-Jeoung Nam, and Seong-Whan Lee, “Deep Bi-Directional Network for Aerial Image Registration”, The Korea Institute of military science and technology, 2019.

Sung-Jun Park, Woo-Jeoung Nam, Hyeon-Seung Song, Jae-Wung Kang, and Seong-Whan Lee, “Exploiting CNN Features with Bidirectional Attention Network for Aerial Image Retrieval”, The Korea Institute of military science and technology, 2019.

Min-Sub Yun, Woo-Jeoung Nam, Hyeon-Seung Song, Jae-Wung Kang, and Seong-Whan Lee, “Aerial Image Retrieval Network Based on Step-wise Metric Learning”, Communications of the Korean Institute of Information Scientists and Engineers, 2019.

Dong-Geon Kim, Woo-Jeoung Nam, and Seong-Whan Lee, “Geometric Transform Network for Matching Oblique Aerial Images”, Communications of the Korean Institute of Information Scientists and Engineers, 2019.

Hyeon-Seung Song, Hyun-Chun Park, Geun-Ho Choi, Woo-Jeoung Nam, and Seong-Whan Lee, “Exploiting CNN Features with CLAHE-Contrast Stretching for Aerial Image Retrieval”, The Korea Institute of military science and technology, 2018

Jae-Wung Kang, Hyeon-Seung Song, Seong-Whan Lee, Woo-Jeoung Nam, Sung-Jun Park, and Min-Sub Yun, “Location information extraction device and method”, 1022104040000 (2021.01.26) KR

Yong-Ju Lee, Woo-Jeoung Nam, Seong-Whan Lee, “Electronic Apparatus for Video Anomaly Detection and Operation Method Thereof”, 10-2022-0130516 (2022.10.12) KR

Dong Young Kim, Dong-Kyun Han, Woo-Jeoung Nam, Seong-Whan Lee,"Method for Classifying Subject Independent Driver State Using Vital Sign and Apparatus for Same", 10-2022-0096913 (2022.08.03) KR

Woo-Jeoung Nam, Ho Kyung Shin, and SuJang Pyeon, "동양인 맞춤형 피부 노화 예측 이미지 생성 장치 및 방법" , 10-2024-0168854 (2024.11.22) KR