인하대학교 인공지능융합연구센터

ACHIEVEMENTS

주요 성과

연구와 인프라로 증명하는 AI 융합의 성과

AI 우수학술대회 논문

전체

2025

2024

2023

2022

2021

2020

2026

  1. A Transformer Architecture via Lightweight Sigmoid Attention for Graph Collaborative Filtering

    Hyungjin Kim, Seokho Ahn, Minhye Jeon, Sungbok Shin and Young-Duk Seo, Proc. International ACM Conference on Information and Knowledge Management (CIKM 2026), 2026

  2. Locality-Aware Redundancy Pruning for LLM Depth Compression

    Daniel Yun, Youngrae Kim, Woosang Lim, YoungJin Heo, Minkyu Kim and Sunwoo Lee, Proc. Conference on Empirical Methods in Natural Language Processing (EMNLP 2026), 2026

  3. Geometry-correct diffusion posterior sampling with denoiser-pullback curvature guidance and manifold-aligned damping

    Seunghyeok Shin, Minwoo Kim, Dabin Kim and Hongki Lim, Proc. International Conference on Machine Learning (ICML 2026), 2026

  4. Towards Robust Vision Transformers Path Dependency Analysis and a Simple Two-Stage Adversarial Training

    Seongmin Kim and Byung Cheol Song, Proc. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2026), 2026

  5. FAST‑DIPS: adjoint‑free analytic steps and hard‑constrained likelihood correction for diffusion‑prior inverse problems

    Minwoo Kim, Seunghyeok Shin and Hongki Lim, Proc. International Conference on Learning Representations (ICLR 2026), 2026

  6. A Compliance-Preserving Retrieval System for Aircraft MRO Task Search

    Byungho Jo, Proc. European Chapter of the Association for Computational Linguistics (EACL 2026), 2026

  7. HE-DAP: Homomorphic Encryption-based Dynamic Adaptive Parameter Optimization for Statistical Computation

    Yun-Soo Park, Hyunmin Choi, Hyoungshick Kim and Mun-Kyu Lee, Proc. of The 41st ACM/SIGAPP Symposium On Applied Computing (SAC 2026), 2026 DOI

  8. T2LF: LLM-Guided Multimodal Diffusion for Text-to-Light Field Synthesis

    Soyoung Yoon, Namhyuk Ahn and In Kyu Park, Proc. IEEE/CVF Winter Conference on Applications of Computer Vision (WACV 2026), 2026 DOI

  9. GEM: A Scale-Aware and Distribution-Sensitive Sparse Fine-Tuning Framework for Effective Downstream Adaptation

    Sungmin Kang, Jisoo Kim, Salman Avestimehr and Sunwoo Lee, Proc. Annual AAAI Conference on Artificial Intelligence (AAAI 2026), 2026

2025

  1. Layer-wise Update Aggregation with Recycling for Communication-Efficient Federated Learning

    Jisoo Kim, Sungmin Kang, Sunwoo Lee, Proc. Neural Information Processing Systems (NeurIPS 2025), 2025 DOI

  2. LAFUL: Lesion-Aware Federated Unlearning via Channel-wise Gradient Masking and Feature Distillation

    Qingyu Tan, Yan Li and Byeong-Seok Shin, Proc. IEEE Conference on Bioinformatics and Biomedicine (BIBM 2025), 2025

  3. Adaptive 3D Reconstruction via Diffusion Priors and Forward Curvature-Matching Likelihood Updates

    Seunghyeok Shin, Dabin Kim and Hongki Lim, Proc. Neural Information Processing Systems (NeurIPS 2025), 2025

  4. FaceGCD: Generalized Face Discovery via Dynamic Prefix Generation

    Yunseok Oh and Dong-Wan Choi, Proc. British Machine Vision Conference (BMVC 2025), 2025 DOI

  5. Lossless Token Merging Even Without Fine-Tuning in Vision Transformers

    Jaeyeon Lee and Dong-Wan Choi, European Conference on Artificial Intelligence (ECAI 2025), 2025 DOI

  6. Draw your mind: Personalized generation via condition-level modeling in text-to-image diffusion models

    Hyungjin Kim, Seokho Ahn and Young-Duk Seo, Proc. IEEE/CVF International Conference on Computer Vision (ICCV 2025), 2025 논문 보기

  7. M2SFormer: Multi-Spectral and Multi-Scale Attention with Edge-Aware Difficulty Guidance for Image Forgery Localization

    Ju-Hyeon Nam, Dong-Hyun Moon and Sang-Chul Lee, Proc. IEEE/CVF International Conference on Computer Vision (ICCV 2025), 2025

  8. A plug-and-play approach for robust image editing in text-to-image diffusion models

    Hyunwook Jo, Jiseung Maeng, Jun Hyung Park, Namhyuk Ahn and In Kyu Park, Proc. IEEE/CVF International Conference on Computer Vision Workshop (ICCVW 2025), 2025

  9. Parecon: Enhancing Mobile AI Vision Apps through DNN Partition and Resolution Control

    Junsoo Park and Yeongjin Kim, Proc. International Conference on Mobile Ad-Hoc and Smart Systems (MASS 2025), 2025 DOI

  10. BounDr.E: Predicting drug-likeness via biomedical knowledge alignment and EM-like one-class boundary optimization

    Dongmin Bang, Inyoung Sung, Yinhua Piao, Sangseon Lee and Sun Kim, Proc. International Conference on Machine Learning (ICML 2025), 2025 논문 보기

  11. Nearly zero-cost protection against mimicry by personalized diffusion models

    Namhyuk Ahn et al., Proc. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2025), 2025 논문 보기

  12. Two is better than one: Efficient ensemble defense for robust and compact models

    Yoojin Jung and Byung Cheol Song, Proc. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2025), 2025 논문 보기

  13. Link to the past: Temporal propagation for fast 3D human reconstruction from monocular video

    Matthew Marchellus, Nadhira Noor and In Kyu Park, Proc. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2025), 2025 논문 보기

  14. CheapNet: Cross-attention on hierarchical representations for efficient protein-ligand binding affinity prediction

    Hyukjoon Lim, Sun Kim, Sangseon Lee, The Thirteenth International Conference on Learning Representations (ICLR 2025), 2025 논문 보기

  15. Overlapped Bootstrapping for FHEW/TFHE and Its Application to SHA3

    Deokhwa Hong, Youngjin Choi, Yongwoo Lee and Young-Sik Kim, Proc. Financial Cryptography and Data Security (FC) 2025 (FC 2025), 2025 DOI

  16. UKTA: Unified Korean text analyzer

    Seokho Ahn, Junhyung Park, Ganghee Go, Chulhui Kim, Jiho Jung, Myung Sun Shin, Do-Guk Kim, Young-Duk Seo, Proc. ACM/SIGAPP Symposium On Applied Computing (SAC 2025), 2025 DOI

  17. Topic-aware knowledge graph with large language models for interoperability in recommender systems

    Minhye Jeon, Seokho Ahn, Young-Duk Seo, Proc. ACM/SIGAPP Symposium On Applied Computing (SAC 2025), 2025 DOI

  18. Real-time calibration model for low-cost sensor in fine-grained time series

    Seokho Ahn , Hyungjin Kim , Sungbok Shin and Young-Duk Seo, Proc. AAAI Conference on Artificial Intelligence (AAAI 2025), 2025 DOI

2024

  1. A new multi-source light detection benchmark and semi-supervised focal light detection

    Jae-Yong Baek, Yong-Sang Yoo and Seung-Hwan Bae, Proc. Neural Information Processing Systems (NeurIPS 2024), 2024 논문 보기

  2. Detecting concept shifts under different levels of self-awareness on emotion labeling

    HyoSeon Choi, Dahoon Choi, Netiwit Kaongeon and Byung Hyung Kim, Proc. International Conference on Pattern Recognition (ICPR 2024), 2024 DOI

  3. Cascading global and sequential temporal representations with local context modeling for EEG-based emotion recognition

    Hyunwook Kang, Jin Woo Choi and Byung Hyung Kim, Proc. International Conference on Pattern Recognition (ICPR 2024), 2024 DOI

  4. Deterministic synthesis of defect images using null optimization

    Hyunwook Jo Marcellino Sahadewa, William Gazali and In Kyu Park, Proc. International Conference on Pattern Recognition (ICPR 2024), 2024 DOI

  5. Geometrically consistent light field synthesis using repaint video diffusion model

    Soyoung Yoon and In Kyu Park, Proc. International Conference on Pattern Recognition (ICPR 2024), 2024 DOI

  6. Attention-guided energy-based model for out-of-distribution data detection

    Zongjing Cao, Yan Li and Byeong-Seok Shin, Proc. International Conference on Pattern Recognition (ICPR 2024), 2024 DOI

  7. Embracing domain gradient conflicts: Domain generalization using domain gradient equilibrium

    Zuyu Zhang, Yan Li and Byeong-Seok Shin, Proc. ACM Multimedia Conference (ACM MM 2024), 2024 DOI

  8. VizECGNet: Visual ECG image network for cardiovascular diseases classification with multi-modal training and knowledge distillation

    Ju-Hyeon Nam, Seo-Hyeong Park, Su Jung Kim, and Sang-Chul Lee, Proc. International Conference on Image Processing (ICIP 2024), 2024 DOI

  9. COVID19 to pneumonia: Multi region lung severity classification using CNN transformer position-aware feature encoding network

    Jongbub Lee, Jungsoo Kim and Hyungyu Lee, Proc. International Conference on Medical Image Computing and Computer Assisted Interventions (MICCAI 2024), 2024 DOI

  10. All you need is your voice: Emotional face representation with audio perspective for emotional talking face generation

    Seongho Kim and Byung Cheol Song, Proc. European Conference on Computer Vision (ECCV 2024), 2024 DOI

  11. Proactive content caching via interplay between deep learning and stochastic optimization

    Yongmoon Park, Kyungtae Lee, Minseok Choi and Yeongjin Kim, Proc. International Conference on Mobile Ad-Hoc and Smart Systems (MASS 2024), 2024 DOI

  12. Layer-wise adaptive gradient norm penalizing method for efficient and accurate deep learning

    Sunwoo Lee, Proc. ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2024), 2024 DOI

  13. Modality-agnostic domain generalizable medical image segmentation by multi-frequency in multi-scale attention

    Ju-Hyeon Nam, Nur Suriza Syazwany, Su Jung Kim and Sang-Chul Lee, Proc. Computer Vision and Pattern Recognition (CVPR 2024), 2024 DOI

  14. Efficient skeleton-based action recognition for real-time embedded systems

    Nadhira Noor, Fabianaugie Jametoni, Jinbeom Kim, Hyunsu Hong and In Kyu Park, Proc. CVPR Workshop on Mobile AI (CVPRW 2024), 2024 DOI

  15. RecKG: Knowledge graph for recommender systems

    Junhyuk Kwon, Seokho Ahn and Young-Duk Seo, Proc. ACM/SIGAPP Symposium on Applied Computing (SAC 2024), 2024 DOI

  16. Recall-oriented continual learning with generative adversarial meta-model

    Haneol Kang and Dong-Wan Choi, Proc. AAAI Conference on Artificial Intelligence (AAAI 2024), 2024 DOI

  17. Teacher as a lenient expert: Teacher-agnostic data-free knowledge distillation

    Hyunjune Shin, and Dong-Wan Choi, Proc. AAAI Conference on Artificial Intelligence (AAAI 2024), 2024 DOI

2023

  1. Modality-aware ood suppression using feature discrepancy for multi-modal emotion recognition

    Dohee Kang, Somang Kang, Daeha Kim and Byung Cheol Song, Proc. International Conference on Image Processing (ICIP 2023), 2023 DOI

  2. EGformer: Equirectangular geometry-biased transformer for 360 depth estimation

    Ilwi Yun, Chanyong Shin, Hyunku Lee, Hyuk-Jae Lee and Chae Eun Rhee, Proc. International Conference on Computer Vision (ICCV 2023), 2023 DOI

  3. M2C: Concise music representation for 3D dance generation

    Matthew Marchellus and In Kyu Park, Proc. ICCV Workshop on Analysis and Modeling of Faces and Gestures (ICCVW 2023), 2023 DOI

  4. Dynamic interplay between service caching and code offloading in mobile-edge-cloud networks

    Dongho Ham, Yeongjin Kim and Jeongho Kwak, Proc. International Conference on Sensing, Communication, and Networking (SECON 2023), 2023 DOI

  5. Hetal: Efficient privacy-preserving transfer learning with homomorphic encryption

    Seewoo Lee, Garam Lee, Jung Woo Kim, Junbum Shin and Mun-Kyu Lee, Proc. International Conference on Machine Learning (ICML 2023), 2023 논문 보기

  6. Light field synthesis from a monocular image using variable LDI

    Junhyeong Bak and In Kyu Park, Proc. CVPR Workshop on Light Field for Computer Vision (CVPRW 2023), 2023 DOI

  7. Relation modeling on knowledge graph for interoperability in recommender systems

    SeungJoo Lee, Seokho Ahn and Young-Duk Seo, Proc. Symposium on Applied Computing (SAC 2023), 2023 DOI

  8. Better generalized few-shot learning even without base data

    Seong-Woong Kim and Dong-Wan Choi, Proc. AAAI Conference on Artificial Intelligence (AAAI 2023), 2023 DOI

  9. Semantic-aware superpixel for weakly supervised semantic segmentation

    Sangtae Kim, Daeyoung Park and Byonghyo Shim, Proc. AAAI Conference on Artificial Intelligence (AAAI 2023), 2023 DOI

  10. Fine gaze redirection learning with gaze hardness-aware transformation

    Sangjin Park, Daeha Kim and Byung Cheol Song, Proc. Winter Conference on Applications of Computer Vision (WACV 2023), 2023 DOI

  11. IFQA: Interpretable face quality assessment

    Byungho Jo, Donghyeon Cho, In Kyu Park and Sungeun Hong, Proc. Winter Conference on Applications of Computer Vision (WACV 2023), 2023 DOI

2022

  1. Local feature extraction from salient regions by feature map transformation

    Yerim Jung, Suriza Syazwany and Sang-Chul Lee, Proc. British Machine Vision Conference (BMVC 2022), 2022 논문 보기

  2. Optimal transport-based identity matching for identity-invariant facial expression recognition

    Daeha Kim and Byung Cheol Song, Proc. Neural Information Processing Systems (NeruIPS 2022), 2022 논문 보기

  3. Ensemble knowledge guided sub-network search and fine-tuning for filter pruning

    Seunghyun Lee and Byung Cheol Song, Proc. European Conference on Computer Vision (ECCV 2022), 2022 DOI

  4. Emotion-aware multi-view contrastive learning for facial emotion recognition

    Daeha Kim and Byung Cheol Song, Proc. European Conference on Computer Vision (ECCV 2022), 2022 DOI

  5. Image enhancement for improved visibility of digital displays under the sunlight

    Heejin Lee, Junmin Lee, Seha Jeong, Seunghyun Lee, Seungwan Yu, Junho Heo and Byung Cheol Song, Proc. International Conference on Image Processing (ICIP 2022), 2022 DOI

  6. RPFNET: Complementary feature fusion for hand gesture recognition

    Do Yeon Kim, Dae Ha Kim and Byung Cheol Song, Proc. International Conference on Image Processing (ICIP 2022), 2022 DOI

  7. Style transfer using optimal transport via wasserstein distance

    OSeok Ryu and Bowon Lee, Proc. International Conference on Image Processing (ICIP 2022), 2022 DOI

  8. 3D body reconstruction revisited: Exploring the test-time 3D body mesh refinement strategy via surrogate adaptation

    Jonathan Samuel Lumentut and In Kyu Park, Proc. ACM International Conference on Multimedia (ACM MM 2022), 2022 DOI

  9. Re-ordered micro image based high efficient residual coding in light field compression

    Hyunmin Jung, Hyuk-Jae Lee and Chae Eun Rhee, Proc. ACM International Conference on Multimedia (ACM MM 2022), 2022 DOI

  10. Phase vocoder for time stretch based on center frequency estimation

    Donghyeon Kim and Bowon Lee, Proc. Interspeech (Interspeech 2022), 2022 DOI

  11. Deformable part region learning for object detection

    Seung-Hwan Bae, Proc. AAAI Conference on Artificial Intelligence (AAAI 2022), 2022 DOI

  12. Style-guided and disentangled representation for robust image-to-image translation

    Jaewoong Choi, Dae Ha Kim and Byung Cheol Song, Proc. AAAI Conference on Artificial Intelligence (AAAI 2022), 2022 DOI

  13. Contextual gradient scaling for few-shot learning

    Sanghyuk Lee, Seunghyun Lee and Byung Cheol Song, Proc. Winter Conference on Applications of Computer Vision (WACV 2022), 2022 DOI

2021

  1. Re-Aging GAN: Toward personalized face age transformation

    Farkhod Makhmudkhujaev, Sungeun Hong and In Kyu Park, Proc. International Conference on Computer Vision (ICCV 2021), 2021 DOI

  2. Frequency filtering for data augmentation in X-ray image classification

    Ju-Hyeon Nam and Sang-Chul Lee, International Conference on Image Processing (ICIP 2021), 2021 DOI

  3. Pool of experts: Realtime querying specialized knowledge in massive neural networks

    Hakbin Kim and Dong-Wan Choi, Proc. International Conference on Management of Data (ACM SIGMOD 2021), 2021 DOI

  4. Split-and-Bridge: Adaptable class incremental learning within a single neural network

    Jong-Yeong Kim and Dong-Wan Choi, Proc. AAAI Conference on Artificial Intelligence (AAAI 2021), 2021 DOI

  5. Contrastive adversarial learning for person-independent facial emotion recognition

    Dae Ha Kim and Byung Cheol Song, Proc. AAAI Conference on Artificial Intelligence (AAAI 2021), 2021 DOI

  6. Interpretable embedding procedure knowledge transfer via stacked principal component analysis and graph neural network

    Seunghyun Lee and Byung Cheol Song, Proc. AAAI Conference on Artificial Intelligence (AAAI 2021), 2021 DOI

  7. Hidden emotion detection using multi-modal signals

    Dae Ha Kim and Byung Cheol Song, Proc. ACM Conference on Human Factors in Computing Systems (CHI 2021), 2021 DOI

  8. An integrated approach for determining objects to be relocated and their goal positions inside clutter for object retrieval

    Jeeho Ahn, Jaeho Lee, Sang Hun Cheong, ChangHwan Kim and Changjoo Nam, Proc. International Conference on Robotics and Automation (ICRA 2021), 2021 DOI

  9. 5D light field synthesis from a monocular video

    Kyuho Bae, Andre Ivan, Hajime Nagahara and In Kyu Park, Proc. International Conference on Pattern Recognition (ICPR 2021), 2021 DOI

2020

  1. Human motion deblurring using localized body prior

    Jonathan Samuel Lumentut, Joshua Santoso and In Kyu Park, Asian Conference on Computer Vision (ACCV 2020), 2020 DOI

  2. Deep learning-based pupil center detection for fast and accurate eye tracking system

    Kang Il Lee, Jung Ho Jeon, Byung Cheol Song, European Conference on Computer Vision (ECCV 2020), 2020 DOI

  3. 360 Panorama synthesis from a sparse set of images with unknown field of view

    Julius Surya Sumantri, In Kyu Park, Winter Conference on Applications of Computer Vision (WACV 2020), 2020 DOI