Where questions become research

Publications2

1. MATHENA: Mamba-based Architectural Tooth Hierarchical Estimator and Holistic Evaluation Network for Anatomy

   Kyeonghun Kim, Jaehyung Park, Youngung Han, Anna Jung, Seongbin Park, Sumin Lee, Jiwon Yang, Jiyoon Han, Subeen Lee, Junsu Lim +10 more

   30th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2027)

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2. NEMESIS: Noise-suppressed Efficient MAE with Enhanced Superpatch Integration Strategy

   Kyeonghun Kim, Hyeonseok Jung, Youngung Han, Eunseob Choi, Hyunsu Go, Seongbin Park, Junsu Lim, Jiwon Yang, Sumin Lee, Kwangmin Jung +3 more

   2027 IEEE 24th International Symposium on Biomedical Imaging (ISBI 2027)

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^ Corresponding author

Research teams0

No research teams have been published yet.

Publications23

1. WSPolypNet: Weakly Supervised Polyp Localization in Colonoscopy Videos

   Giseong Hwang, Minjae Jo, Yeonghyeon Park, Kyeonghun Kim, Seoyeon Han, Donghoon Han, Haneul Kim, Yului Jeong, Insung Hwang, Pa Hong +2 more

   IEEE Int. Conf. Consumer Electronics - Asia (ICCE-Asia26), Oral Presentation

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2. SpecRule: Automated Discovery of Interpretable Spectral Rules for Hyperspectral Classification

   Yului Jeong, Kyeonghun Kim, Youngung Han, Youngseo Kim, Yunjin Seo, Haram Park, Junhan Kim, Minjun Yoo, Insung Hwang, Jinyong Jun +2 more

   IEEE Int. Conf. Consumer Electronics - Asia (ICCE-Asia26)

   Poster

3. SpecLite: Resource-Efficient Hyperspectral Classification with Fourfold Spectral Band Reduction

   Yului Jeong, Kyeonghun Kim, Youngung Han, Ken Ying-Kai Liao, Nam-Joon Kim⁠^{^} (Corresponding author)

   IEEE Int. Conf. Consumer Electronics - Asia (ICCE-Asia26)

   Poster

4. RIET: Paired Evaluation of Reader- and Question-Level Response Information for Eye-Tracking-Based Reading-Comprehension Prediction

   Hyunsu Go⁠^* (First author), Sumin Lee⁠^* (First author), Kyeonghun Kim, Subeen Lee, Enseob Choi, Ken Ying-Kai Liao, Nam-Joon Kim⁠^{^} (Corresponding author)

   IEEE Int. Conf. Consumer Electronics - Asia (ICCE-Asia26)

   Poster

5. LeafFireNet: Hyperspectral Leaf Dryness Classification for Wildfire Risk Prediction Using Temporal SWIR Spectral Signatures

   Insung Hwang, Kyeonghun Kim, Youngung Han, Eunseob Choi, Tien Nguyen, Sumin Lee, Subeen Lee, Anna Jung, Jiwon Yang, Hyeonseok Jung +5 more

   IEIE 2026 Summer (대한전자공학회 하계학술대회), 2026

   Poster

6. DAPP: Deep Learning Architecture for Predicting Pathological Characteristics of Gliomas Based on Multi-Medical Data Fusion

   Suemin Yang, Seongheon Choi, Kyeonghun Kim, Insung Hwang, Donghyeon Seo, Minchan Kim, Seoyoon Koo, Taeyun Kim, Yoonseon Jung, Wonhyuk Kim +2 more

   IEIE 2026 Summer (대한전자공학회 하계학술대회), 2026

7. FUMM: Feasibility of Using Multiple Modalities for Prostate Cancer Classification and Grading

   Anna Jung, Kyeonghun Kim, Youngung Han, Ken Ying-Kai Liao, Nam-Joon Kim⁠^{^} (Corresponding author)

   IEIE 2026 Summer (대한전자공학회 하계학술대회), 2026

   Poster

8. Hierarchy Aware Preference Optimization for the Safety of Korean Small Language Models

   Soo Yong Kim, Junyoung Koh, Kyeonghun Kim, Seunghyeok Hong⁠^{^} (Corresponding author)

   The 5th Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 15th International Joint Conference on Natural Language Processing (AACL-IJCNLP 2026)

9. ProsMAE: Multi-Source MAE Pretraining for ISUP Grade Classification

   Anna Jung, Kyeonghun Kim, Youngung Han, Eunseob Choi, Jiwon Yang, Yunjin Seo, Ken Ying-Kai Liao, Hyuk-Jae Lee, Nam-Joon Kim⁠^{^} (Corresponding author)

   IEEE Asia-Pacific Conf. on Circuits and Systems (APCCAS)

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10. SCINTILLA-SNN: A Spiking Multi-Scale Selective Aggregation Network for Perineural Invasion Prediction

    Youngung Han, Yului Jeong, Kyeonghun Kim, Dohyun Kweon, Suah Park, Hyunsu Go, Sungha Park, Anna Jung, Jinyong Jun, Woo Kyoung Jeong +4 more

    IEEE Asia-Pacific Conf. on Circuits and Systems (APCCAS)

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11. Order-Aware 2.5D Multiple Instance Learning for Preoperative MRI-Based Perineural Invasion Risk Assessment in Intrahepatic Cholangiocarcinoma

    Hyunsu Go, Youngung Han, Kyeonghun Kim, Jinyong Jun, Junbeom Lee, Dohyun Kweon, Yului Jeong, Suah Park, Sungha Park, Anna Jung +4 more

    IEEE Asia-Pacific Conf. on Circuits and Systems (APCCAS)

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12. Adaptive Routing and Local Context-Aware Token Selection in Diffusion Transformers for PNI Prediction

    Youngung Han, Dohyun Kweon, Kyeonghun Kim, Hyunsu Go, Jina Jeong, Suah Park, Induk Um, Junga Kim, Anna Jung, Yului Jeong +8 more

    8th IEEE Int. Conf. on Artificial Intelligence Circuits and Systems (AICAS), Oral Presentation

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13. SpikeDS: Dual Sparsity Spikformer for Perineural Invasion Prediction in 3D MRI

    Induk Um, Youngung Han, Kyeonghun Kim, Jina Jeong, Yului Jeong, Hyunsu Go, Dohyun Kweon, Anna Jung, Junga Kim, Sungha Park +7 more

    8th IEEE Int. Conf. on Artificial Intelligence Circuits and Systems (AICAS), Oral Presentation

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14. Anatomy-Privileged Distillation with Token Routing for MRI-Based Prediction of Perineural Invasion

    Hyunsu Go, Youngung Han, Kyeonghun Kim, Junga Kim, Dohyun Kweon, Jinyong Jun, Sungha Park, Anna Jung, Induk Um, Yului Jeong +9 more

    8th IEEE Int. Conf. on Artificial Intelligence Circuits and Systems (AICAS), Oral Presentation

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15. 3D-LLDM: LABEL-GUIDED 3D LATENT DIFFUSION MODEL FOR IMPROVING HIGH-RESOLUTION SYNTHETIC MR IMAGING IN HEPATIC STRUCTURE SEGMENTATION

    Kyeonghun Kim, Jaehyeok Bae, Youngung Han, Joo Young Bae, Seoyoung Ju, Junsu Lim, Gyeongmin Kim, Woo Kyoung Jeong, Ken Ying-Kai Liao, Won Jae Lee +3 more

    2026 IEEE 23rd International Symposium on Biomedical Imaging (ISBI 2026), Oral Presentation

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16. MMA-Former: Multi-Window Mixture-of-Head Attention Transformer for Adaptive PNI Prediction in 3D MRI

    Youngung Han, Induk Um, Kyeonghun Kim, Junga Kim, Hyunsu Go, Jaewon Jung, Woo Kyoung Jeong⁠^{^} (Corresponding author), Won Jae Lee, Ken Ying-Kai Liao, Pa Hong +2 more

    2026 IEEE 23rd International Symposium on Biomedical Imaging (ISBI 2026), Oral Presentation

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17. LoSA-Net: A Localized and Scale-Adaptive Network for Boundary-Sensitive Prediction of Perineural Invasion in 3D MRI

    Youngung Han, Hyunsu Go, Kyeonghun Kim, Induk Um, Junga Kim, Jaewon Jung, Woo Kyoung Jeong⁠^{^} (Corresponding author), Won Jae Lee, Ken Ying-Kai Liao, Pa Hong +2 more

    2026 IEEE 23rd International Symposium on Biomedical Imaging (ISBI 2026), Oral Presentation

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18. GRAVEX: GPU-accelerated GAN-Diffusion Representation for counterfeit pattern Analysis with MONAI-based Validation & Examination

    Kyeonghun Kim, Eunseob Choi, Junsu Lim, Induk Um, Ken Ying-Kai Liao, Hyuk-Jae Lee

    NVIDIA GPU Technology Conference (GTC 2026)

19. RAPIDS: Real-time Accelerated Pipeline for Intelligent Dental Segmentation

    Kyeonghun Kim, Youngung Han, Hyeonseok Jung, Gyeongmin Kim, Ken Ying-Kai Liao, Nam-Joon Kim⁠^{^} (Corresponding author)

    NVIDIA GPU Technology Conference (GTC 2026)

20. GLARE: GPU-Accelerated 3D CT Vision-Language Reasoning via Efficient Anatomical Boundary Guidance

    Youngung Han, Junsu Lim, Eunseob Choi, Soo Yong Kim, Yi Kwan Ginny Wong, Nam-Joon Kim⁠^{^} (Corresponding author)

    NVIDIA GPU Technology Conference (GTC 2026)

21. NeoNet: Neoplastic End-to-End Original 3D MRI-Based Deep Learning Framework for Prediction of Perineural Invasion: From Segmentation to Generation-driven Classification

    Youngung Han, Minkyung Cha, Kyeonghun Kim, Induk Um, Myeongbin So, Joo Young Bae, Jaewon Jung, Jung Hyeok Park, Woo Kyoung Jeong⁠^* (First author), Won Jae Lee +4 more

    Workshop on Health Intelligence (W3PHIAI), AAAI26 Oral Presentation

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22. COTTA: Context-Aware Transfer Adaptation for Trajectory Prediction in Autonomous Driving

    Seohyeong Park, Jaeyeol Lim, Seoyoung Ju, Kyeonghun Kim, Ken Ying-Kai Liao, Hyuk-Jae Lee, Nam-Joon Kim⁠^{^} (Corresponding author)

    IEEE Int. Conf. Electronics, Information, and Communication (ICEIC)

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23. MAESIL: Masked Autoencoder for Enhanced Self-supervised Medical Image Learning

    Kyeonghun Kim, Hyeonseok Jung, Youngung Han, Seongbin Park, Eunseob Choi, Hyunsu Go, Seoyoung Ju, Seohyeong Park, Gyeongmin Kim, Minju Kwon +5 more

    IEEE Int. Conf. Electronics, Information, and Communication (ICEIC)

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* First author · ^ Corresponding author

Research teams0

No research teams have been published yet.

Publications7

1. CIPHER: Counterfeit Image Pattern High-level Examination via Representation for GAN and Diffusion Discriminator Learning

   Kyeonghun Kim, Youngung Han, Seoyoung Ju, Yeonju Jeon, YooHyun Kim, Minseo Choi, SuYeon Lim, Kyungtae Park, Seungwoo Baek, Sieun Hyeon⁠^* (First author) +2 more

   IEEE Int. Conf. Consumer Electronics - Asia (ICCE-Asia25)

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2. Feasibility Study of QCNet for Korean Road Adaptation and Optimal Training Strategies

   Seohyeong Park, Jaeyeol Lim, Seoyoung Ju, Kyeonghun Kim, Nam-Joon Kim⁠^{^} (Corresponding author), Hyuk-Jae Lee

   IEIE 2025 Autumn (대한전자공학회 추계학술대회)

   Poster

3. MINTI: Micro-boundary INstructional Training for Intelligent anatomical vision-language model

   Youngung Han, Kyeonghun Kim, Junsu Lim, Induk Um, Hyunsu Go, Eunseob Choi, Gyeongmin Kim, Seongbin Park, Jaewon Jung, Junga Kim +7 more

   IEIE 2025 Autumn (대한전자공학회 추계학술대회)

   Poster

4. ControlNet-Guided Latent Diffusion for Tumor-Conditioned 3D Liver MRI Generation

   Minkyung Cha, Kyeonghun Kim, Youngung Han, Joo Young Bae, Seoyoung Ju, Induk Um, Chaeyoung Lee, Myeongbin So, Suyeon Lim, Yeonju Jeon +15 more

   IEIE 2025 Summer (대한전자공학회 하계학술대회)

5. FOSCU: Feasibility of Synthetic MRI Generation via Duo-Diffusion Models for Enhancement of 3D U-Nets in Hepatic Segmentation

   Youngung Han⁠^* (First author), Kyeonghun Kim, Seoyoung Ju, Yeonju Jeon, Minkyung Cha, Seohyeong Park, Hyeonseok Jung, Woo Kyoung Jeong, Ken Ying-Kai Liao, Hyuk-Jae Lee +1 more

   IEEE Asia-Pacific Conf. on Circuits and Systems (APCCAS)

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6. Boundary Guidance for Efficient 3D CT Vision–Language Reasoning

   Soo Yong Kim⁠^* (First author), Kyeonghun Kim⁠^* (First author), Taejin Kim, Yoonkyoung Chun, Hyungjun Kim, Dayoon Lee, Jeongmin Shin, Pa Hong⁠^{^} (Corresponding author), Nam-Joon Kim⁠^{^} (Corresponding author)

   ELAMI Workshop at MICCAI 2025

   Poster

7. Automated Dental Caries Segmentation in Panoramic Radiographs Using Dual-Stage Deep Learning

   Jihun Kim⁠^* (First author), Kyeonghun Kim⁠^* (First author), Jong-yeol Lee, Yeongseok Seo, Dohyun Chun⁠^{^} (Corresponding author)

   Workshop on Machine Learning in Medical Imaging (MLMI), MICCAI 2025

   Poster

* First author · ^ Corresponding author

Research teams3

• Research team

  LLM fair eval 논문 작성 스터디

  현시은Lead, 김민정, 김민서, 박지원, 정인아, 김수용, 염제원, 백승우, 김경훈, 한영웅

• Research team

  ALPHA 스터디

  김경훈Lead, 전연주, 박서형, 주서영, 임준수, 한영웅

• Research team

  LLM Self Awareness 논문 작성 스터디

  염제원Lead, 김혜은, 박지연, 김학선, 유재은, 정규원, 현시은, 백승우, Sangwan Jeon