PUBLICATIONS

Recently Accepted Papers

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)

Preprint

"Gradient Hedging for Intensively Exploring Salient Interpretation beyond Neuron Activation", under review
"Calibrated Attention Masking Network for Temporal Action Localization", under review

International Conference Proceeding

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.

International Journal

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.

Domestic Conference Proceedings

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

KR Patent

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