Publications

@misc{chen2026fdir,
  title = {FDIR: Harmonizing Fidelity and Human-Machine Preference in Lossy Compression Image Restoration},
  author = {Kuan-Yen Chen and Fang-Yi Su and Philip Chikontwe and Jung-Hsien Chiang},
  howpublished = {arXiv preprint},
  year = {2026},
  doi = {10.48550/arxiv.2608.00111}
}

@misc{da2026computational,
  title = {Computational Pathology in the Era of Emerging Foundation and Agentic AI -- International Expert Perspectives on Clinical Integration and Translational Readiness},
  author = {Qian Da and Yijiang Chen and Min Ho Ju and Zheyi Ji and Albert Zhou and Wenwen Wang and Matthew Alexander Abikenari and Philip Chikontwe and Guillaume Larghero and Bowen Chen and Peter Neidlinger and Dingrong Zhong and Shuhao Wang and Wei Xu and Drew Williamson and Germán Corredor and Sen Yang and Le Lu and Xiao Han and Kun‐Hsing Yu and Junzhou Huang and Laura Barisoni and Geert Litjens and Anant Madabhushi and Lifeng Zhu and Chaofu Wang and Junhan Zhao and Weiguo Hu},
  howpublished = {arXiv preprint},
  year = {2026},
  doi = {10.48550/arxiv.2603.05884}
}

@article{an2025subjectadaptive,
  title = {Subject-adaptive meta-learning for personalized BCI: A fusion of resting-state EEG signal and task-specific information},
  author = {Sion An and Myeongkyun Kang and Soopil Kim and Philip Chikontwe and Li Shen and Sang Hyun Park},
  journal = {Information Fusion},
  year = {2025},
  doi = {10.1016/j.inffus.2025.103501}
}

@article{kang2025efficient,
  title = {Efficient one-shot federated learning on medical data using knowledge distillation with image synthesis and client model adaptation},
  author = {Myeongkyun Kang and Philip Chikontwe and Soopil Kim and Kyong Hwan Jin and Ehsan Adeli and Kilian M. Pohl and Sang Hyun Park},
  journal = {Medical Image Analysis},
  year = {2025},
  doi = {10.1016/j.media.2025.103714}
}

@article{kim2025communication,
  title = {Communication Efficient Federated Learning for Multi-Organ Segmentation via Knowledge Distillation With Image Synthesis},
  author = {Soopil Kim and Heejung Park and Philip Chikontwe and Myeongkyun Kang and Kyong Hwan Jin and Ehsan Adeli and Kilian M. Pohl and Sang Hyun Park},
  journal = {IEEE Transactions on Medical Imaging},
  year = {2025},
  doi = {10.1109/tmi.2025.3525581}
}

@inproceedings{arsalane2025contextguided,
  title = {Context-Guided Medical Visual Question Answering},
  author = {Wafa Arsalane and Philip Chikontwe and Miguel A. Cabra de Luna and Myeongkyun Kang and Sang Hyun Park},
  booktitle = {Workshop on Empowering Medical Image Computing and Research through Early-Career Expertise},
  year = {2025},
  doi = {10.1007/978-3-031-79103-1_25}
}

@article{chikontwe2024frmil,
  title = {FR-MIL: Distribution Re-Calibration-Based Multiple Instance Learning With Transformer for Whole Slide Image Classification},
  author = {Philip Chikontwe and Meejeong Kim and Jaehoon Jeong and Hyun Jung Sung and Heounjeong Go and Soo Jeong Nam and Sang Hyun Park},
  journal = {IEEE Transactions on Medical Imaging},
  year = {2024},
  doi = {10.1109/tmi.2024.3446716}
}

@article{an2024fewshot,
  title = {Few-shot anomaly detection using positive unlabeled learning with cycle consistency and co-occurrence features},
  author = {Sion An and Jaehong Kim and Soopil Kim and Philip Chikontwe and Jiwook Jung and H. B. Jeon and Sang Hyun Park},
  journal = {Expert Systems with Applications},
  year = {2024},
  doi = {10.1016/j.eswa.2024.124890}
}

@article{ullah2024video,
  title = {Video domain adaptation for semantic segmentation using perceptual consistency matching},
  author = {Ihsan Ullah and Sion An and Myeongkyun Kang and Philip Chikontwe and Hyunki Lee and Jinwoo Choi and Sang Hyun Park},
  journal = {Neural Networks},
  year = {2024},
  doi = {10.1016/j.neunet.2024.106505}
}

@inproceedings{kim2024few,
  title = {Few Shot Part Segmentation Reveals Compositional Logic for Industrial Anomaly Detection},
  author = {Soopil Kim and Sion An and Philip Chikontwe and Myeongkyun Kang and Ehsan Adeli and Kilian M. Pohl and Sang Hyun Park},
  booktitle = {Proceedings of the AAAI Conference on Artificial Intelligence},
  year = {2024},
  doi = {10.1609/aaai.v38i8.28703}
}

@article{luna2024enhanced,
  title = {Enhanced Nuclei Segmentation and Classification via Category Descriptors in the SAM Model},
  author = {Miguel A. Cabra de Luna and Philip Chikontwe and Sang Hyun Park},
  journal = {Bioengineering},
  year = {2024},
  doi = {10.3390/bioengineering11030294}
}

@article{luna2024attention,
  title = {Attention guided multi-scale cluster refinement with extended field of view for amodal nuclei segmentation},
  author = {Miguel A. Cabra de Luna and Philip Chikontwe and Siwoo Nam and Sang Hyun Park},
  journal = {Computers in Biology and Medicine},
  year = {2024},
  doi = {10.1016/j.compbiomed.2024.108015}
}

@inproceedings{an2024subjectadaptive,
  title = {Subject-Adaptive Transfer Learning Using Resting State EEG Signals for Cross-Subject EEG Motor Imagery Classification},
  author = {Sion An and Myeongkyun Kang and Soopil Kim and Philip Chikontwe and Li Shen and Sang Hyun Park},
  booktitle = {International Conference on Medical Image Computing and Computer-Assisted Intervention},
  year = {2024},
  doi = {10.1007/978-3-031-72120-5_63}
}

@inproceedings{nam2024instasam,
  title = {InstaSAM: Instance-Aware Segment Any Nuclei Model with Point Annotations},
  author = {Siwoo Nam and Ho Namgung and Jaehoon Jeong and Miguel A. Cabra de Luna and Soopil Kim and Philip Chikontwe and Sang Hyun Park},
  booktitle = {International Conference on Medical Image Computing and Computer-Assisted Intervention},
  year = {2024},
  doi = {10.1007/978-3-031-72083-3_22}
}

@inproceedings{chikontwe2024lowshot,
  title = {Low-Shot Prompt Tuning for Multiple Instance Learning Based Histology Classification},
  author = {Philip Chikontwe and Myeongkyun Kang and Miguel A. Cabra de Luna and Siwoo Nam and Sang Hyun Park},
  booktitle = {International Conference on Medical Image Computing and Computer-Assisted Intervention},
  year = {2024},
  doi = {10.1007/978-3-031-72083-3_27}
}

@misc{kim2023deep,
  title = {Deep Learning for Microsatellite Instability Prediction in Colorectal Cancer: Impact of Clinicopathologic Variables on Model Performance},
  author = {Meejeong Kim and Philip Chikontwe and Heounjeong Go and Jae Hoon Jeong and Su‐Jin Shin and Sang Hyun Park and Soo Jeong Nam},
  howpublished = {Research Square},
  year = {2023},
  doi = {10.21203/rs.3.rs-3666337/v1}
}

@article{kang2023content,
  title = {Content preserving image translation with texture co-occurrence and spatial self-similarity for texture debiasing and domain adaptation},
  author = {Myeongkyun Kang and Dongkyu Won and Miguel A. Cabra de Luna and Philip Chikontwe and Kyung Soo Hong and June Hong Ahn and Sang Hyun Park},
  journal = {Neural Networks},
  year = {2023},
  doi = {10.1016/j.neunet.2023.07.049}
}

@article{kang2023structurepreserving,
  title = {Structure-preserving image translation for multi-source medical image domain adaptation},
  author = {Myeongkyun Kang and Philip Chikontwe and Dongkyu Won and Miguel A. Cabra de Luna and Sang Hyun Park},
  journal = {Pattern Recognition},
  year = {2023},
  doi = {10.1016/j.patcog.2023.109840}
}

@article{an2023dual,
  title = {Dual Attention Relation Network With Fine-Tuning for Few-Shot EEG Motor Imagery Classification},
  author = {Sion An and Soopil Kim and Philip Chikontwe and Sang Hyun Park},
  journal = {IEEE Transactions on Neural Networks and Learning Systems},
  year = {2023},
  doi = {10.1109/tnnls.2023.3287181}
}

@article{kim2023uncertaintyaware,
  title = {Uncertainty-aware semi-supervised few shot segmentation},
  author = {Soopil Kim and Philip Chikontwe and Sion An and Sang Hyun Park},
  journal = {Pattern Recognition},
  year = {2023},
  doi = {10.1016/j.patcog.2022.109292}
}

@inproceedings{kang2023oneshot,
  title = {One-Shot Federated Learning on Medical Data Using Knowledge Distillation with Image Synthesis and Client Model Adaptation},
  author = {Myeongkyun Kang and Philip Chikontwe and Soopil Kim and Kyong Hwan Jin and Ehsan Adeli and Kilian M. Pohl and Sang Hyun Park},
  booktitle = {International Conference on Medical Image Computing and Computer-Assisted Intervention},
  year = {2023},
  doi = {10.1007/978-3-031-43895-0_49}
}

@inproceedings{nam2023pronet,
  title = {PROnet: Point Refinement Using Shape-Guided Offset Map for Nuclei Instance Segmentation},
  author = {Siwoo Nam and Jaehoon Jeong and Miguel A. Cabra de Luna and Philip Chikontwe and Sang Hyun Park},
  booktitle = {International Conference on Medical Image Computing and Computer-Assisted Intervention},
  year = {2023},
  doi = {10.1007/978-3-031-43907-0_51}
}

@inproceedings{chikontwe2022cad,
  title = {CAD: Co-Adapting Discriminative Features for Improved Few-Shot Classification},
  author = {Philip Chikontwe and Soopil Kim and Sang Hyun Park},
  booktitle = {2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2022},
  doi = {10.1109/cvpr52688.2022.01415}
}

@article{chikontwe2022weakly,
  title = {Weakly supervised segmentation on neural compressed histopathology with self-equivariant regularization},
  author = {Philip Chikontwe and Hyun Jung Sung and Jaehoon Jeong and Meejeong Kim and Heounjeong Go and Soo Jeong Nam and Sang Hyun Park},
  journal = {Medical Image Analysis},
  year = {2022},
  doi = {10.1016/j.media.2022.102482}
}

@inproceedings{chikontwe2022feature,
  title = {Feature Re-calibration Based Multiple Instance Learning for Whole Slide Image Classification},
  author = {Philip Chikontwe and Soo Jeong Nam and Heounjeong Go and Meejeong Kim and Hyun Jung Sung and Sang Hyun Park},
  booktitle = {International Conference on Medical Image Computing and Computer-Assisted Intervention},
  year = {2022},
  doi = {10.1007/978-3-031-16434-7_41}
}

@inproceedings{nam2022weaklysupervised,
  title = {Weakly-Supervised TILs Segmentation Based on Point Annotations Using Transfer Learning with Point Detector and Projected-Boundary Regressor},
  author = {Siwoo Nam and Myeongkyun Knag and Dongkyu Won and Philip Chikontwe and Byeong‐Joo Noh and Heounjeong Go and Sang Hyun Park},
  booktitle = {International Workshop on PRedictive Intelligence In MEdicine},
  year = {2022},
  doi = {10.1007/978-3-031-16919-9_11}
}

@article{chikontwe2021dual,
  title = {Dual attention multiple instance learning with unsupervised complementary loss for COVID-19 screening},
  author = {Philip Chikontwe and Miguel A. Cabra de Luna and Myeongkyun Kang and Kyung Soo Hong and June Hong Ahn and Sang Hyun Park},
  journal = {Medical Image Analysis},
  year = {2021},
  doi = {10.1016/j.media.2021.102105}
}

@inproceedings{kim2021bidirectional,
  title = {Bidirectional RNN-based Few Shot Learning for 3D Medical Image Segmentation},
  author = {Soopil Kim and Sion An and Philip Chikontwe and Sang Hyun Park},
  booktitle = {Proceedings of the AAAI Conference on Artificial Intelligence},
  year = {2021},
  doi = {10.1609/aaai.v35i3.16275}
}

@article{ullah2021synthesize,
  title = {Synthesize and Segment: Towards Improved Catheter Segmentation via Adversarial Augmentation},
  author = {Ihsan Ullah and Philip Chikontwe and Hongsoo Choi and Chang‐Hwan Yoon and Sang Hyun Park},
  journal = {Applied Sciences},
  year = {2021},
  doi = {10.3390/app11041638}
}

@article{chikontwe2021transformation,
  title = {Transformation guided representation GAN for pose invariant face recognition},
  author = {Philip Chikontwe and Yongbin Gao and Hyo Jong Lee},
  journal = {Multidimensional Systems and Signal Processing},
  year = {2021},
  doi = {10.1007/s11045-020-00752-x}
}

@article{kang2021quantitative,
  title = {Quantitative Assessment of Chest CT Patterns in COVID-19 and Bacterial Pneumonia Patients: a Deep Learning Perspective},
  author = {Myeongkyun Kang and Kyung Soo Hong and Philip Chikontwe and Miguel A. Cabra de Luna and Jong Geol Jang and Jongsoo Park and Kyeong Cheol Shin and Sang Hyun Park and June Hong Ahn},
  journal = {Journal of Korean Medical Science},
  year = {2021},
  doi = {10.3346/jkms.2021.36.e46}
}

@inproceedings{won2021lowdose,
  title = {Low-Dose CT Denoising Using Pseudo-CT Image Pairs},
  author = {Dongkyu Won and Euijin Jung and Sion An and Philip Chikontwe and Sang Hyun Park},
  booktitle = {International Workshop on PRedictive Intelligence In MEdicine},
  year = {2021},
  doi = {10.1007/978-3-030-87602-9_1}
}

@inproceedings{kang2021mixingadasin,
  title = {Mixing-AdaSIN: Constructing a De-biased Dataset Using Adaptive Structural Instance Normalization and Texture Mixing},
  author = {Myeongkyun Kang and Philip Chikontwe and Miguel A. Cabra de Luna and Kyung Soo Hong and June Hong Ahn and Sang Hyun Park},
  booktitle = {International Workshop on PRedictive Intelligence In MEdicine},
  year = {2021},
  doi = {10.1007/978-3-030-87602-9_4}
}

@inproceedings{an2020fewshot,
  title = {Few-Shot Relation Learning with Attention for EEG-based Motor Imagery Classification},
  author = {Sion An and Soopil Kim and Philip Chikontwe and Sang Hyun Park},
  booktitle = {2020 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
  year = {2020},
  doi = {10.1109/iros45743.2020.9340933}
}

@inproceedings{chikontwe2020multiple,
  title = {Multiple Instance Learning with Center Embeddings for Histopathology Classification},
  author = {Philip Chikontwe and Meejeong Kim and Soo Jeong Nam and Heounjeong Go and Sang Hyun Park},
  booktitle = {International Conference on Medical Image Computing and Computer-Assisted Intervention},
  year = {2020},
  doi = {10.1007/978-3-030-59722-1_50}
}

@inproceedings{kim2020twostep,
  title = {Two-Step U-Nets for Brain Tumor Segmentation and Random Forest with Radiomics for Survival Time Prediction},
  author = {Soopil Kim and Miguel A. Cabra de Luna and Philip Chikontwe and Sang Hyun Park},
  booktitle = {International MICCAI Brainlesion Workshop},
  year = {2020},
  doi = {10.1007/978-3-030-46640-4_19}
}

@inproceedings{ullah2019guidewire,
  title = {Guidewire Tip Tracking using U-Net with Shape and Motion Constraints},
  author = {Ihsan Ullah and Philip Chikontwe and Sang Hyun Park},
  booktitle = {2019 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)},
  year = {2019},
  doi = {10.1109/icaiic.2019.8669088}
}

@article{jung2019enhancement,
  title = {Enhancement of Perivascular Spaces Using Densely Connected Deep Convolutional Neural Network},
  author = {Euijin Jung and Philip Chikontwe and Xiaopeng Zong and Weili Lin and Dinggang G. Shen and Sang Hyun Park},
  journal = {IEEE Access},
  year = {2019},
  doi = {10.1109/access.2019.2896911}
}

@article{ullah2019realtime,
  title = {Real-Time Tracking of Guidewire Robot Tips Using Deep Convolutional Neural Networks on Successive Localized Frames},
  author = {Ihsan Ullah and Philip Chikontwe and Sang Hyun Park},
  journal = {IEEE Access},
  year = {2019},
  doi = {10.1109/access.2019.2950263}
}

@inproceedings{ullah2019catheter,
  title = {Catheter Synthesis in X-Ray Fluoroscopy with Generative Adversarial Networks},
  author = {Ihsan Ullah and Philip Chikontwe and Sang Hyun Park},
  booktitle = {International Workshop on PRedictive Intelligence In MEdicine},
  year = {2019},
  doi = {10.1007/978-3-030-32281-6_13}
}

@article{chikontwe2018deep,
  title = {Deep Multi-Task Network for Learning Person Identity and Attributes},
  author = {Philip Chikontwe and Hyo Jong Lee},
  journal = {IEEE Access},
  year = {2018},
  doi = {10.1109/access.2018.2875783}
}

@inproceedings{chikontwe2017face,
  title = {Face sketch synthesis using conditional adversarial networks},
  author = {Philip Chikontwe and Lee Hyo Jong},
  booktitle = {2017 International Conference on Information and Communication Technology Convergence (ICTC)},
  year = {2017},
  doi = {10.1109/ictc.2017.8191006}
}

@inproceedings{chikontwe2017towards,
  title = {Towards Robust Face Sketch Synthesis with Style Transfer Algorithms},
  author = {Philip Chikontwe and Hyo Jong Lee},
  booktitle = {IT Convergence and Security 2017},
  year = {2017},
  doi = {10.1007/978-981-10-6451-7_21}
}