Welcome to the Computer Vision and Machine Intelligence Lab. (CVMILab) at the Department of Artificial Intelligence, Kyungpook National University. The CVMILab. challenges unsolved problems by developing novel machine learning/deep learning models and their application for AI systems.
Computer vision and pattern recognition
Machine learning / deep learning
Smart mobility robot/vehicle
Industrial big data analysis with machine intelligence
We are looking for highly motivated graduate students, post-docs, and undergraduate interns. If you are interested to join our Lab., please do not hesitate to contact Prof. Dong-Gyu Lee (dglee@knu.ac.kr)
[2024. 07] Congratulations! Ye-Seo, Da-Hee, Wan, and Hyo-Seok received the 최우수상 in KNU-EE Research Congress 2025.
[2024. 06] Congratulations! Prof. Lee's paper, "Automatic Network Compression via Evolutionary Search-guided Channel Pruning of Deep Convolutional Neural Networks," has been accepted in Applied Soft Computing (SCI, JCR-IF: 7.2, Top 9.1%)
[2024. 05] Congratulations! Won-Jun, Jeong-Cheol, and Jun-Heyok's paper, "Multi-Perspective LVLM Prompting for Robust Zero-Shot Image Classification," has been accepted in CVPRW 2025.
[2024. 05] Congratulations! 3rd Place Winner of VizWiz Zero-Shot Image Classification Grand Challenge in CVPR 2024.
[2024. 05] Congratulations! Jeong-Cheol's paper, "교차 도메인 인간 행동 인식을 위한 제로샷 도메인 적응," has been accepted in ASK 2025.
[2025. 02] Congratulations! Jun-Hyeok received an 우수발표논문상 in KSC 2024.
[2024. 12] Congratulations! Prof. Lee's paper, "STCNet: Spatio-Temporal Cross Network with Subject-Aware Contrastive Learning for Hand Gesture Recognition in Surface EMG," has been accepted in Computers in Biology and Medicine (SCI, JCR-IF: 7.0, Top 2.3%).
[2022. 11] Congratulations! Jun-Heyok's paper, "다중 스케일 고주파 오류 맵을 활용한 확산 모델 기반 이미지 초해상화," has been accepted in KSC 2024.
[2022. 11] Congratulations! Jeong-Cheol's paper, "하위 작업 명세 기반 모방 학습 프레임워크," has been accepted in KSC 2024.
[2024. 09] Congratulations! Hye-Seong's paper, "Deep Scene Understanding with Expanded Text Explanation for Human Object Interaction Detection," has been accepted in Expert Systems With Applications (SCI, JCR-IF: 7.5, Top 5.2%).
[2024. 09] Congratulations! Young-Woo's paper, "부정 샘플 선택 전략을 통한 비지도 학습," has been accepted in KAIC 2024.
[2024. 08] Congratulations! Jun-Hyeok and Young-Woo, 1st Place Winner of the 대구시 공공데이터 활용 창업경진대회. [Link]
[2024. 07] Congratulations! Jeong-Cheol's paper, "ESC-ZSAR: Expanded Semantics from Categories with Cross-Attention for Zero-Shot Action Recognition," has been accepted in Expert Systems With Applications (SCI, JCR-IF: 7.5, Top 5.2%).
[2024. 07] Congratulations! Dr. Abhishek's paper, "Enhancing Clustering Representations with Positive Proximity and Cluster Dispersion Learning," has been accepted in Information Sciences (SCI, JCR-IF: 8.1, 13/156, Top 7.9%).
[2024. 05] Congratulations! Won-Jun, and Seungyeon 's paper, "Integrating Query-aware Segmentation and Cross-Attention for Robust VQA," has been accepted in CVPRW 2024.
[2024. 05] Congratulations! 3rd Place Winner of VizWiz VQA Grand Challenge in CVPR 2024.
[2024. 05] Congratulations! Doyoung's paper, "객체 판단을 위한 레이더 및 열상관측장비의 연계 방안 연구" has been accepted in KIECS 2024.
[2024. 04] Congratulations! Jong-Bin's paper, "A Similarity-based Training Strategy with Network-level Perturbation for Semi-supervised Semantic Segmentation," has been accepted in ICPRAI 2024.
[2024. 04] Congratulations! Young-Han's paper, "공공기관 구내식당 식수 예측 모델개발 및 변수 선정 연구, " KIISE Transactions on Computing and Practices (KCI)
[2024. 02] Congratulations! Dr.Abhishek's paper, "High-Density Cluster Core-based k-Means Clustering with an Unknown Number of Clusters," has been accepted in Applied Soft Computing (SCI, JCR-IF: 8.7, Top 10.5%)
[2024. 01] Congratulations! Jeong-Cheol's paper, "범주 텍스트 기반 개방형 어휘 의미론적 분할" has been accepted in IPIU 2024.
[2024. 01] Congratulations! Jong-Bin's paper, "준지도학습 기반 의미론적 분할 프레임워크" has been accepted in IPIU 2024.
[2023. 11] Congratulations! Satyawant's paper "RSSGLT: Remote Sensing Image Segmentation Network based on Global-Local Transformer" has been accepted in IEEE Geoscience and Remote Sensing Letters (SCI, JCR-IF: 4.8, Top 10.9%)
[2023. 11] Congratulations! Athul's paper, "Rewarded Meta-pruning: Meta Learning with Rewards for Channel Pruning," has been accepted in Mathematics (SCI, JCR-IF: 2.4, Top 6.8%).
[2023. 11] Congratulations! Prof. Lee's paper, "A Constrained Multi-Objective Evolutionary Algorithm with Clustering based Weight Vector Adaptation," has been accepted in Swarm and Evolutionary Computation (SCI, JCR-IF: 10.0, Top 5.9%).
[2023. 10] Congratulations! Hye-Seong's paper, "Robust Unsupervised Domain Adaptation by Retaining Confident Entropy via Edge Concatenation," has been accepted in Expert Systems With Applications (SCI, JCR-IF: 8.5, Top 6.4%).
[2023. 09] Congratulations! Jeong-Cheol's paper, "제로샷 행동 인식을 위한 멀티모달 크로스 어텐션" has been accepted in KAIC 2023.
[2023. 08] Congratulations! Athul's paper, "EvolveNet: Evolving Networks by Learning Scale of Depth and Width," has been accepted in Mathematics (SCI, JCR-IF: 2.4, Top 6.8%).
[2023. 07] Congratulations! Young-Han received an 우수발표논문상 in KCC 2023.
[2023. 07] Congratulations! Dr.Abhishek's paper, "Spherical Search with Epsilon Constraint and Gradient-based Repair Framework for Constrained Optimization," has been accepted in Swarm and Evolutionary Computation (SCI, JCR-IF: 10.0, Top 5.9%).
[2023. 05] Congratulations! Athuls' paper, "Learning Scale of Depth and Width for Network Evolution," has been accepted in KCC 2023.
[2023. 05] Congratulations! Young-Han' paper, "효율적인 집단식사 서비스 제공을 위한 공공기관 구내식당 실데이터 기반의 식수 예측 기계학습 모델연구" has been accepted in KCC 2023.
[2023. 04] Congratulations! Dr.Abhishek's paper, "CMA-ES with exponential based multiplicative covariance matrix adaptation for global optimization," has been accepted in Swarm and Evolutionary Computation (SCI, JCR-IF: 10.267, Top 5.91%).
[2022. 12] Congratulations! Satyawant's paper, "Semantic Segmentation of UAV Images based on Transformer Framework with Context Information," has been accepted in Mathematics (SCI, JCR-IF: 2.592, Top 6.1%).
[2022. 12] Congratulations! Dr. Abhishek's paper, "Adaptive Backward/Forward Sweep for Solving Power Flow of Islanded Microgrids," has been accepted in Energies (SCI, JCR-IF: 3.252, Q3).
[2022. 12] Congratulations! Hye-Seong received an 우수논문상 in KSC 2022.
[2022. 11] Congratulations! Hye-Seong's paper, "의미론적 영상분할을 위한 강화된 엔트로피 비지도학습 도메인적응 방법" has been accepted in KSC 2022.
[2022. 11] Congratulations! Jeong-Cheol's paper, "Adaptive Margin-based Contrastive Network for Generalized Zero-Shot Learning," has been accepted in ICCE 2023.
[2022. 11] Congratulations! Satyawant's paper, "Encoder-Decoder based Segmentation Model for UAV Street Scene Images," has been accepted in ICCE 2023.
[2022. 09] Congratulations! Jeong-Cheol's paper, "Zero-Shot 이미지 분류를 위한 Transferable Contrastive Network에 관한 연구" has been accepted in KAIC 2022.
[2022. 03] Congratulations! Prof. Lee's paper, "Human Interaction Recognition Framework based on Interacting Body Part Attention," has been accepted for publication in Pattern Recognition (SCI, JCR-IF: 7.740, Top 7.1%).
[2022. 03] Congratulations! Prof. Lee's paper, "Joint semantic understanding with multi-level branch for driving perception," has been accepted for publication in Applied Sciences (SCI, JCR-IF: 2.679, Q2).
[2021. 12] Congratulations! Prof. Lee's paper, "SalfMix: A Novel Single Image-Based Data Augmentation Technique Using a Saliency Map," has been accepted for publication in Sensors (SCI, JCR-IF: 3.576, Q1).
[2021. 11] Congratulations! Prof. Lee's paper, "Fast drivable areas estimation with multi-task learning for real-time autonomous driving assistant," has been accepted for publication in Applied Sciences (SCI, JCR-IF: 2.679, Q2).
[2021. 11] Congratulations! Prof. Lee's paper, "A Mating Selection Based on Modified Strengthened Dominance Relation for NSGA-III," has been accepted for publication in Mathematics (SCI, JCR-IF: 2.258, Top 7.2%).
[2021. 09] Congratulations! Jae-Hyun's paper, "Deep Learning based Multi-class Defect Learning for Steel Defect Detection and Segmentation," has been accepted in KAIC 2021.
[2021. 08] Congratulations! Prof. Lee's paper, " Spatio-temporal Weight of Active Region for Human Activity Recognition," has been accepted in ACPR 2021.
[2021. 07] Our Lab is selected as the 최초혁신실험실 (1년, 1억원) funded by the National Research Foundation of Korea (NRF)!
[2021. 03] Our Lab is selected as the 우수신진연구 (4년, 6억원) funded by the National Research Foundation of Korea (NRF)!
[2021. 02] Congratulations! Prof. Lee's paper, "Visual Question Answering Based on Local-Scene-Aware Referring Expression Generation," has been accepted for publication in Neural Networks (SCI, JCR-IF: 8.050, Top 8.9%).
[2021. 02] CVMI Laboratory Hompage OPEN!
[2020. 09] Prof. Dong-Gyu Lee joined the Department of Artificial Intelligence, Kyungpook National University as an assistant professor.
Tuition fee + Research grant + Incentive for research achievements
Provide High-performance GPU devices
Full support for AI conference participation expenses
Full support to publish on SCI journal & Top-tier conference paper
Opportunity to participate the state-of-the-art research