Publication

Sangyeon Cho, Mingi Kim, Jinkwon Hawng, Jaehoon Go, Minuk Ma, Sunjae Yoon, and Junyeong Kim, "Learning to See through Sound: From VggCaps to Multi2Cap for Richer Automated Audio Captioning", Empirical Methods on Natural Language Processing (EMNLP), 2025.

Woojun Jung, and Junyeong Kim, "QEVA: A Reference-Free Evaluation Metric for Narrative Video Summarization with Multimodal Question Answering", Empirical Methods on Natural Language Processing (EMNLP) findings, 2025.

Jaehoon Go, and Junyeong Kim, "Application of CoTNet-50 in the Classification of Alzheimer's Disease", International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI) workshop, 2025.

Jongwon Ryu, Mingyu Jeon, Woojun Jung, Minuk Ma, and Junyeong Kim, "Sparse MoE Students for Efficient Knowledge Distillation", IEEE Conference on Computer Vision and Pattern Recognition (CVPR) workshop, 2025.

Jongwon Ryu, and Junyeong Kim, "DYNA-SKILL: Dynamic Self-Prompting Knowledge Graphs for Improving Logical Reasoning in Large Models", AAAI Conference on Artificial Intelligence (AAAI) workshop, 2025.

Sangyeong Cho, Mingi Kim, Jinkwon Hwang, Jaehoon Go, Minuk Ma, and Junyeong Kim, "Improving Multimodal Data Quality with Unified Filtering Score", AAAI Conference on Artificial Intelligence (AAAI) workshop, 2025.

Jangyeong Jeon, Sangyeon Cho, Minuk Ma, and Junyeong Kim, "ConCSE: Unified Contrastive Learning and Augmentation for Code-Switched Embeddings ", IEEE International Conference on Pattern Recognition (ICPR), oral presentation, 2024.

Tri Ton, Jiwoo Hong, Soohwan Eom, Junyeop Shim, Junyeong Kim, and Chang D. Yoo, "Zero-shot Dual-path Integration Framework for Open-vocabulary 3D Instance Segmentation", IEEE Conference on Computer Vision and Pattern Recognition (CVPR) workshop, 2024.

Sunjae Yoon, Dahyun Kim, Eunseop Yoon, Hee Suk Yoon, Junyeong Kim, and Chang D. Yoo, "HEAR: Hearing Enhanced Audio Response for Video-grounded Dialogue", Conference on Empirical Methods in Natural Language Processing (EMNLP) findings, 2023.

Sunjae Yoon, Eunseop Yoon, Hee Suk Yoon, Junyeong Kim, and Chang D. Yoo, "Information-Theoretic Text Hallucination Reduction for Video-grounded Dialogue", Conference on Empirical Methods in Natural Language Processing (EMNLP), 2022. [Link]

Sunjae Yoon, Ji Woo Hong, Eunseop Yoon, Dahyun Kim, Junyeong Kim, and Chang D. Yoo, "Selective Query-guided Debiasing for Video Corpus Moment Retrieval", European Conference on Computer Vision (ECCV), 2022. [Link]

Junyeong Kim, Sunjae Yoon, Dahyun Kim, and Chang D. Yoo, "Structured Co-reference Graph Attention for Video-grounded Dialogue", Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2021. [Link]

Junyeong Kim, Minuk Ma, Pham X. Trung, Kyungsoo Kim, and Chang D. Yoo, "Modality Shifting Attention Network for Multi-modal Video Question Answering", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020. [Link]

Minuk Ma*, Sunjae Yoon*, Junyeong Kim, Youngjoon Lee, Sunghun Kang, and Chang D. Yoo, "VLANet: Video-Language Alignment Network for Weakly-Supervised Video Moment Retrieval", European Conference on Computer Vision (ECCV), 2020. [Link]

Junyeong Kim, Minuk Ma, Kyungsoo Kim, Sungjin Kim, and Chang D. Yoo, "Progressive Attention Memory Network for Movie Story Question Answering", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019. [Link]

Sunghun Kang, Junyeong Kim, Hyunsoo Choi, Sungjin Kim, and Chang D. Yoo, "Pivot Correlational Neural Network for Multimodal Video Categorization", European Conference on Computer Vision (ECCV), 2018. [Link]

Jinkwon Hwang, Minkyu Jeon, and Junyeong Kim, "Multi-modal Latent Representation Learning for Video Moment Retrieval", MDPI Sensors, 2025.

Sangyeon Cho, Jangyeong Jeon, Mingi Kim, and Junyeong Kim, "Synergy-CLIP: Extending CLIP with Multi-modal Integration for Robust Representation Learning", IEEE ACCESS, 2025.

Arum Choi, Chohee Kim, Jisu Ryoo, Jangyeong Jeon, Sangyeon Cho, Dongjoon Lee, Junyeong Kim, Changhee Lee, and Woori Bae, "A pediatric emergency prediction model using natural language process in the pediatric emergency department", Scientific Reports, 2025.

Jongwon Ryu, Jungeun Kim, and Junyeong Kim, "A Study on the Representativeness Heuristics problem in Large Language Models", IEEE ACCESS, 2024.

Jangyeong Jeon, Sangyeon Cho, Dongjoon Lee, Changhee Lee, and Junyeong Kim, "BioBridge: Unified Bio-Embedding with Bridging Modality in Code-Switched EMR", IEEE ACCESS, 2024. 

Sangyeon Cho, Jangyeong Jeon, Dongjoon Lee, Changlee Lee, and Junyeong Kim, "DSG-KD: Knowledge Distillation from Domain-Specific to General Language Models", IEEE ACCESS, 2024. [Link]

Thang Vu, Kookhoi Kim, Thanh Nguyen, Tung M. Luu, Junyeong Kim, and Chang D. Yoo, "Scalable SoftGroup for 3D Instance Segmentation on Point Clouds", IEEE Transactions on Pattern Recognition and Machine Intelligence (TPAMI), 2024. [Link]

Jinwoo Park, Jungeun Kim, Jaegwang Seok, Sukhyun Lee, and Junyeong Kim, "Contrasting Multi-modal Similarity Framework for Video Scene Segmentation", IEEE ACCESS, 2024.

Jungeun Kim, Jinwoo Park, Jaekwang Seok, and Junyeong Kim, "Dynamic Debiasing Network for Visual Commonsense Generation", IEEE Access, vol. 11, pp. 139706-139714, 2023. [Link]

Ji Woo Hong, Sunjae Yoon, Junyeong Kim, and Chang D. Yoo, "Joint Path Alignment Framework for 3D Human Pose and Shape Estimation From Video", IEEE Access, vol 11, 2023.

Junyeong Kim, Ji Woo Hong, Sunjae Yoon, and Chang D. Yoo, "CE-BART: Cause-and-Effect BART for Visual Commonsense Generation", MDPI Sensors, vol 22(23), 2022.

Sunjae Yoon, Dahyun Kim, Ji Woo Hong, Junyeong Kim, and Chang D. Yoo, "Dual-scale Doppler Attention for Human Identification", MDPI Sensors, vol 22(17), 2022.

Sunjae Yoon, Dahyun Kim, Junyeong Kim, and Chang D. Yoo, "Cascaded MPN: Cascaded Moment Proposal Network for Video Corpus Moment Retrieval", IEEE Access, vol 10, 2022. [Link]

Younghoon Jung, Seongkwang Hong, Heeseung Wang, Jaehyun Han, Trung X. Pham, Hyunsin Park, Junyeong Kim, Sunghun Kang, Chang D. Yoo, and Keonjae Lee, "Flexible Piezoelectric Acoustic Sensors and Machine Learning for Speech Processing", Advanced Materials, Oct 2019. [Link]

Junyeong Kim, "TBGA: Tripartite and Bipartite Graph Attention for Multi-modal Video Question Answering", IEEE International Conference on Electrical, Control and Instrumentation Engineering (ICECIE), 2025.

Minki Kim, and Junyeong Kim, "A Study on Automatic Open-domain Dialogue Evaluation Metrics", IEEE International Conference on Consumer Electronics (ICCE), 2024.

Jungeun Kim, Jangyeong Jeon, Seungjin Jung, and Junyeong Kim, "De-Bias using Abstract Meaning Representation for Image Captioning", IEEE International Conference on Consumer Electronics (ICCE), 2024.

Jinwoo Park, Hosoo Shin, Dahee Jeong, and Junyeong Kim,  "Improving the Representation of Sentences with Reinforcement Learning and AMR graph", IEEE International Conference on Consumer Electronics (ICCE), 2024.

Jangyeong Jeon, Jungeun Kim, Jinwoo Park, and Junyeong Kim, "MSV: Contribution of Modalities based on the Shapley Value", IEEE International Conference on Consumer Electronics (ICCE), 2024.

Jongwon Ryu, and Junyeong Kim, "The Relationship between Embedding and Deductive Reasoning Ability on BERT", IEEE International Conference on Consumer Electronics (ICCE), 2024.

Sunjae Yoon, Ji Woo Hong, SooHwan Eom, Hee Suk Yoon, Eunseop Yoon, Daehyeok Kim, Junyeong Kim, Chanwoo Kim, and Chang D. Yoo, "Counterfactual Two-stage Debiasing for Video Corpus Moment Retrieval", IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023. [Oral presentation]

Nan Zhang, and Junyeong Kim, "A Survey on Attention Mechanism in NLP", IEEE International Conference on Electronics, Information, and Communication (ICEIC), 2023.

Jinwoo Park, and Junyeong Kim, "A Survey on Visual Commonsense Generation Task", IEEE International Conference on Electronics, Information, and Communication (ICEIC), 2023.

Jungeun Kim, and Junyeong Kim, "A Survey on Causal Inference in Image Captioning", IEEE International Conference on Electronics, Information, and Communication (ICEIC), 2023.

Jang-Young Jeon, and Junyeong Kim, "A Survey on Transformers for Long Sentences and Its Application to Medical Notes", IEEE International Conference on Electronics, Information, and Communication (ICEIC) , 2023.

Sunjae Yoon, Dahyun Kim, Ji Woo Hong, Junyeong Kim, Kookhoi Kim, and Chang D. Yoo, "Weakly-supervised Moment Retrieval Network for Video Corpus Moment Retrieval", IEEE International Conference on Image Processing (ICIP), 2021. [Link]

Junyeong Kim, Minuk Ma, Kyungsoo Kim, Sungjin Kim, and Chang D. Yoo, "Gaining Extra Supervision via Multi-task Learning for Multi-modal Video Question Answering", Proceedings of the International Joint Conference on Neural Networks (IJCNN), 2019. [Link]

Gwangsu Kim, Junyeong Kim, and Sunghwan Kim, "Fire Detection Using Video Images and Temporal Variations", International Conference on Artificial Intelligence in Information and Communications (ICAIIC), 2019. [Link]

Ohchul Kwon, Junyeong Kim, and Chang D. Yoo, "Action Recognition: First-and Second-order 3D Feature in Bi-directional Attention Network", IEEE International Conference on Image Processing (ICIP), 2018. [Link]

Junyeong Kim, and Chang D. Yoo, "Deep Partial Person Re-identification via Attention Model", IEEE International Conference on Image Processing (ICIP), 2017. [Link]

Junyeong Kim, Hyoungwoo Park, and Chang D. Yoo, "A Study on Weighted Softmax", International Technical Conference on Circuits/Systems, Computers and Communications (ITC-CSCC), 2017. [Link]

황진권, 김준영, "거대 언어 모델을 활용한 비디오 코퍼스 순간 검색 프레임워크", 전자공학회 하계학술대회, 2025.

고재훈, 김준영, "슬롯 어텐션을 이용한 멀티모달 질의응답 개선 방법", 전자공학회 하계학술대회, 2025.

권민철, 김준영, "LLM 기반 Video Moment Retrieval에서 Positional Bias의 역할 분석", 전자공학회 하계학술대회, 2025.

김민기, 김준영, "캐스케이드 프롬프팅을 이용한 시청각 질의응답 프레임워크", 전자공학회 하계학술대회, 2025.

류종원, 김준영, "3D CAD 형상과 FEM 해석 결과를 통합한 멀티모달 학습 기반 차체 부품 성형성 예측", 전자공학회 하계학술대회, 2025.

전민규, 김준영, "긴 비디오 검색을 위한 Span 기반 후보 구간 추출과 문맥 인식 기반 시간적 정렬", 전자공학회 하계학술대회, 2025.

정우준, 김준영, "Chain-of-Shot 프롬프팅을 활용한 효율적인 장편 비디오 요약", 전자공학회 하계학술대회, 2025.

한성진, 김준영, "정렬된 ASR 정보를 활용한 MLLM 기반 시간 정렬 및 비디오 모먼트 검색 프레임워크", 전자공학회 하계학술대회, 2025.

한재호, 김준영, "모달리티 결손에 강한 멀티모달 감정 인식을 위한 단일 모달리티 표현 학습 전략", 전자공학회 하계학술대회, 2025.

조상연, 한재호, 김준영, "Synergy-CLIP: 멀티모달 통합을 활용한 CLIP의 확장을 통한 강화된 표현 학습", 전자공학회 하계학술대회, 2024.

김태환, 한재호, 김준영, "포인트 기반 편집을 위한 Diffusion 모델 연구 동향", 전자공학회 하계학술대회, 2024.

오창준, 이석현, 김준영, "Video Moment Retrieval 과 Highlight Detection을 위한 인버티드 토큰을 활용한 비전-언어 혼합", 전자공학회 하계학술대회, 2024.

이석현, 박진우, 김정은, 오창준, 김준영, "더 정확한 적응적 토큰을 활용한 장면 검색", 전자공학회 하계학술대회, 2024.

정우준, 전민규, 김준영, "딥러닝을 활용한 멀티모달 비디오 내용의 의미적 요약", 전자공학회 하계학술대회, 2024.

류종원, 김민기, 김준영, "FastText를 활용한 한국어 토큰화의 비교론적 연구", 전자공학회 하계학술대회, 2023.

석재광, 김정은, 박진우, 김준영, "인과추론을 이용한 공정한 분류기", 전자공학회 하계학술대회, 2023.

조상연, 김준영, "도메인 지식 증류: 도메인 지식 이전을 위한 증류 방법론", 전자공학회 하계학술대회, 2023.

TBA

고재훈, 김준영, "슬롯 어텐션을 활용한 오디오-비주얼 질문 답변 네트워크 소프트웨어", C-2025-, 2025.

김민기, 김준영, "모달리티 에이전트 간의 상호작용을 통한 지능형 시청각 추론 소프트웨어", C-2025-, 2025.

류종원, 김준영, "동적 자기 프롬프트 기반 지식 그래프를 활용한 언어 모델 논리 추론 능력 향상 소프트웨어", C-2025-, 2025.

정우준, 김준영, "비디오 요약 품질 평가 소프트웨어", C-2025-, 2025.

한성진, 김준영, "비디오 질의 응답을 위한 강화학습 기반 키프레임 샘플링 소프트웨어", C-2025-, 2025.

황진권, 김준영, "비디오의 로컬한 부분에 대한 정보를 활용한 비디오 검색 소프트웨어", C-2025-, 2025.

김민기, 김준영, "분류 작업에서 집단간 공정성 확보를 위한 잠재적 편향 완화 알고리즘", C-2024-036629, 2024.

김정은, 김준영, "시각적 상식 생성을 위한 동적 편향 완화 네트워크", C-2024-036627, 2024.

김정은, 김준영, "인과적 비디오 질의 응답을 위한 사전적-문맥적 이해 프로그램", C-2024-036628, 2024.

정우준, 김준영, "비디오 요약 모델을 통한 요약 생성 및 캡셔닝 프로그램", C-2024-038620, 2024.

조상연, 김준영, "다중 모달 통합을 위한 CLIP 확장 소프트웨어", C-2024-038619, 2024.

박진우, 김준영, "멀티모달 데이터를 활용한 비디오 특징 추출 인공지능 소프트웨어", C-2023-048238, 2023.

조상연, 김준영, "기술/전문 분야에 최적화된 언어모델을 위한 측정학습 기반의 지식증류 AI 프로그램", C-2023-048239, 2023.

전장영, 김준영, "영어-한국어가 혼용되어 있는 전자건강기록부로부터 응급환자를 예측하기 위한 딥러닝 소프트웨어", C-2023-050279, 2023.

전장영, 김준영, "영어-한국어가 혼용되어 있는 데이터 구축 방법 및 이를 이해하기 위한 딥러닝 소프트웨어", C-2023-051737, 2023.

김준영, "상식 추론을 통한 과거, 현재, 미래 문장 생성 프로그램", C-2023-051738, 2023.

김준영, "다중 모달을 활용하는 비디오 질의 응답 소프트웨어", C-2023-052694, 2023.