Publications
Jaehyuk Jang, Yooseung Wang, and Changick Kim, "FCGNet: Foreground and Class Guided Network for Human Parsing," accepted to, Pattern Recognition, Aug. 2024.
Kyujin Shim, Junyoung Byun, Kangwook Ko, Jubi Hwang, and Changick Kim, "Enhancing Robustness of Multi-Object Trackers with Temporal Feature Mix," IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), May. 2024.
Seungju Cho, Myung-Joon Kwon, Minji Son, Yoonji Kim, and Changick Kim, "Recycling Naturally-trained Models for Fast Adversarial Training", Submitted to IEEE Transactions on Neural Networks and Learning Systems, Sep. 2023.
Kangil Lee and Changick Kim, "A Gyro-based Tracking Assistant for Drones with Uncooled Infrared Camera," IEEE Sensors, vol. 24, no. 1, pp. 645-659, Jan. 2024.
Yooseung Wang, Jaehyuk Jang, and Changick Kim, "Subdivided Mask Dispersion Framework for Semi-Supervised Semantic Segmentation," accepted to Pattern Recognition Letters, Jan. 2024.
Kangwook Ko, Kyujin Shim, Kangil Lee, and Changick Kim, "Large-scale Benchmark for Uncooled Infrared Image Deblurring," IEEE Sensors, vol. 23, no. 24, pp. 30119-30128, Dec. 2023.
Jubi Hwang, Kyujin Shim, Kangwook Ko, N Ha, and Changick Kim, "Robust Multi-Object Tracking with Local Appearance and Stable Motion Models," Accepted to IEEE Access, Jun. 2023.
Kyujin Shim, Kangwook Ko, Jubi Hwang, H Jang, and Changick Kim, "Fast Online Multi-target Multi-camera Tracking for Vehicles," Applied Intelligence (APIN), vol 53, Oct. 2023.
Yeonju Park, Sangmin Woo, Sumin Lee, Muhammad Adi Nugroho, and Changick Kim, "Cross-Modal Alignment and Translation for Missing Modality Action Recognition," Computer Vision and Image Understanding, vol. 236, pp.103805, Nov. 2023.
Byeongjun Park*, Hyojun Go*, and Changick Kim, "Bridging Implicit and Explicit Geometric Transformation for Single-Image View Synthesis," Accepted to IEEE Transaction on Pattern Analysis and Machine Intelligence (TPAMI), Mar. 2024. (* These two authors contributed equally)
Inyong Koo, Yeonju Park, Minki Jeong, and Changick Kim, "Contrastive Accelerometer-Gyroscope Embedding Model for Human Activity Recognition," IEEE Sensors, vol. 23, no. 1, pp. 506-513, Jan. 2023.
Sumin Lee, Hyunjun Eun, J. Moon, Seokeon Choi, Yoonhyung Kim, Chanho Jung, and Changick Kim, "Learning to Discriminate Information for Online Action Detection: Analysis and Application," IEEE Transaction on Pattern Analysis and Machine Intelligence (TPAMI), vol. 45, no.5, pp. 5918-5934, 1 May 2023.
Myung-Joon Kwon, SH Nam, IJ Yu, H Lee, and Changick Kim, "Learning JPEG Compression Artifacts for Image Manipulation Detection and Localization," International Journal of Computer Vision (IJCV), vol 130, pp 1875-1895, May. 2022.
Kangil Lee, Y. Ban, and Changick Kim, "Motion Blur Kernel Rendering Using an Inertial Sensor: Interpreting the Mechanism of a Thermal Detector," Sensors, vol. 22, no. 5, Feb. 2022.
Seunghan Yang, Hyoungseob Park, Junyoung Byun, and Changick Kim, "Robust Federated Learning with Noisy Labels," IEEE Intelligent Systems, Feb. 2022.
Myung-Joon Kwon*, Wonjun Lee*, SH Nam, Minji Son, and Changick Kim, "SAFIRE: Segment Any Forged Image Region", in Proc. the AAAI conference on artificial intelligence (AAAI), Feb 2025. (* These two authors contributed equally)
Seokil Ham*, Sangmin Woo*, J.-Y. Kim, Hyojun Go, Byeongjun Park, and Changick Kim, "Diffusion Model Patching via Mixture-of-Prompts", in Proc. the AAAI conference on artificial intelligence (AAAI), Feb 2025. (* These two authors contributed equally)
Seungju Cho*, Hongsin Lee*, and Changick Kim, "Enhancing Robustness in Incremental Learning with Adversarial Training ", in Proc. the AAAI conference on artificial intelligence (AAAI), Feb 2025. (* These two authors contributed equally)
Minseok Son*, Inyong Koo*, Jinyoung Park, and Changick Kim, "Difficulty-aware Balancing Margin Loss for Long-tailed Recognition", in Proc. the AAAI conference on artificial intelligence (AAAI), Feb 2025. (* These two authors contributed equally)
Muhammad Adi Nugroho, Jinyoung Park, Donguk Kim, and Changick Kim, "Anchoring Vision and Language Knowledge for Weakly Supervised Group Activity Recognition", in IEEE International Conference on Visual Communications and Image Processing (VCIP), Dec 8-11, 2024.
Younghun Kim, Myung-Joon Kwon, Wonjun Lee, and Changick Kim, "FRIDAY: Mitigating Unintentional Facial Identity in Deepfake Detectors Gudided by Facial Recognizers", in IEEE International Conference on Visual Communications and Image Processing (VCIP), Dec 8-11, 2024.
Je-Seok Ham, J. Huang, P. Jiang, J. Moon, Y. Kwon, S. Saripalli, and Changick Kim. "OmniPredict: GPT-4o Enhanced Multi-modal Pedestrian Crossing Intention Prediction," in Proc. the 38th Annual Conference on Neural Information Processing Systems Workshop (NeurIPSW), Vancouver, Canada, Dec. 10 - Dec. 15, 2024.
Je-Seok Ham, S. Kim, J. Huang, P. Jiang, J. Moon, S. Saripalli, and Changick Kim, "LLaMAPed: Multi-modal Pedestrian Crossing Intention Prediction," in Proc. IEEE/CVF European Conference on Computer Vision Workshops (ECCVW), Milano, Italy, Sep. 29 - Oct. 04, 2024.
Byeongjun Park, Hyojun Go, Jin-Young Kim, Sangmin Woo, Seokil Ham, and Changick Kim. “Switch Diffusion Transformer: Synergizing Denoising Tasks with Sparse Mixture-of-Experts,” in Proc. IEEE/CVF European Conference on Computer Vision (ECCV), Milano, Italy, Sep. 29 - Oct. 04, 2024.
Jinyoung Park*, Hee-Seon Kim*, Kangwook Ko*, Minbeom Kim, and Changick Kim. “VideoMamba: Spatio-Temporal Selective State Space Model,” in Proc. IEEE/CVF European Conference on Computer Vision (ECCV), Milano, Italy, Sep. 29 - Oct. 04, 2024. (* These three authors contributed equally)
Muhammad Adi Nugroho, Sangmin Woo, Sumin Lee, Jinyoung Park, Yooseung Wang, Donguk Kim, and Changick Kim. “Flow-Assisted Motion Learning Network for Weakly-Supervised Group Activity Recognition,” in Proc. IEEE/CVF European Conference on Computer Vision (ECCV), Milano, Italy, Sep. 29 - Oct. 04, 2024.
Sumin Lee, Yooseung Wang, Sangmin Woo, and Changick Kim. “Spatio-Temporal Proximity-Aware Dual-Path Model for Panoramic Activity Recognition,” in Proc. IEEE/CVF European Conference on Computer Vision (ECCV), Milano, Italy, Sep. 29 - Oct. 04, 2024.
Kyujin Shim, Jubi Hwang, Kangwook Ko, and Changick Kim, "A Confidence-Aware Matching Strategy For Generalized Multi-Object Tracking," accepted to IEEE International Conference on Image Processing (ICIP), Oct. 2024.
Kyujin Shim, Kangwook Ko, Jubi Hwang, and Changick Kim, "AdapTrack: Adaptive Thresholding-Based Matching For Multi-Object Tracking," accepted to IEEE International Conference on Image Processing (ICIP), Oct. 2024.
Sangmin Woo*, Byeongjun Park*, H. Go, J. Kim and Changick Kim, "HarmonyView: Harmonizing Consistency and Diversity in One-Image-to-3D," in Proc. the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, USA, Jun. 17-21, 2024.
Byeongjun Park*, Sangmin Woo*, H. Go*, J. Kim* and Changick Kim, "Denoising Task Routing for Diffusion Models," in International Conference on Learning Representations (ICLR), Vienna, Austria, May. 7-11, 2024.
Jaehyuk Jang, Yooseung Wang, and Changick Kim, "TOWARDS ROBUST MULTIMODAL PROMPTING WITH MISSING MODALITIES," in Proc. the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Seoul, Korea, Apr. 14-19, 2024.
Sangmin Woo, So-Yeong Jeon, Jinyoung Park, Minji Son, Sumin Lee, and Changick Kim, "Sketch-based Video Object Localization," in Proc. the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Hawaii, USA, Jan. 4-6, 2024.
Byeongjun Park and Changick Kim, "Point-DynRF: Point-based Dynamic Radiance Fields from a Monocular Video," in Proc. the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Hawaii, USA, Jan. 4-6, 2024.
Yooseug Wang, Jaehyuk Jang, and Changick Kim, "Noise-Augmented Missing Modality Aware Prompt based Learning for Robust Visual Recognition", in IEEE International Conference on Visual Communications and Image Processing (VCIP), Dec 4-7, 2023.
Muhammad Adi Nugroho, Sangmin Woo, Sumin Lee, and Changick Kim, "AHFu-Net: Align, Hallucinate, and Fuse Network for Missing Multimodal Action Recognition", in IEEE International Conference on Visual Communications and Image Processing (VCIP), Dec 4-7, 2023.
Donguk Kim, Sumin Lee, Sangmin Woo, Jinyoung Park, Muhammad Adi Nugroho, and Changick Kim, "Multi-Modal Social Group Activity Recognition in Panoramic Scene, in IEEE International Conference on Visual Communications and Image Processing (VCIP), Dec 4-7, 2023.
Inyong Koo*, Inyoung Lee*, Se-Ho Kim, Hee-Seon Kim, Woo-jin Jeon, and Changick Kim. “PG-RCNN: Semantic Surface Point Generation for 3D Object Detection,” in Proc. IEEE/CVF International Conference on Computer Vision (ICCV), Paris, France, Oct. 02 - 06, 2023. (* These two authors contributed equally)
Hee-Seon Kim, Minji Son, Minbeom Kim, Myung-Joon Kwon, and Changick Kim. “Breaking Temporal Consistency: Generating Video Universal Adversarial Perturbations Using Image Models,” in Proc. IEEE/CVF International Conference on Computer Vision (ICCV), Paris, France, Oct. 02 - 06, 2023.
Muhammad Adi Nugroho, Sangmin Woo, Sumin Lee, and Changick Kim. “Audio-Visual Glance Network for Efficient Video Recognition,” in Proc. IEEE/CVF International Conference on Computer Vision (ICCV), Paris, France, Oct. 02 - 06, 2023.
H. Kim*, Youngjun Kwak*, M. Jung, J. Shin, Y. Kim, and Changick Kim. “ProtoFL: Unsupervised Federated Learning via Prototypical Distillation,” Accepted to IEEE/CVF International Conference on Computer Vision (ICCV), 2023. (* These two authors contributed equally)
Yoonji Kim, Seungju Cho, Junyoung Byun, Myung-Joon Kwon, and Changick Kim, "Improving Adversarial Transferability via Feature Translation", in Proc. the 29th IEEE International Conference on Image Processing (ICIP), Kuala Lumpur, Malaysia, Oct. 8-11, 2023.
Taekyung Kim, D. Das, Seokeon Choi, Minki Jeong, Seunghan Yang, S. Yun, and Changick Kim. "Neural Transformation Network to Generate Diverse Views for Contrastive Learning," in Proc. the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), Vancouver, Canada, Jun. 18 - 22, 2023.
Junyoung Byun, Myung-Joon Kwon, Seungju Cho, Yoonji Kim, and Changick Kim. "Introducing Competition to Boost the Transferability of Targeted Adversarial Examples through Clean Feature Mixup," in Proc. the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Vancouver, Canada, Jun. 18 - 22, 2023.
Youngjun Kwak, M. Jung, H. Yoo, J. Shin, Changick Kim, "Liveness Score-Based Regression Neural Networks for Face Anti-Spoofing," Proc. the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Rhodes Island, Greece, Jun. 4-10, 2023.
Sangmin Woo, Sumin Lee, Yeonju Park, Muhammad Adi Nugroho, and Changick Kim, "Towards Good Practices for Missing Modality Robust Action Recognition," in Proc. the AAAI conference on artificial intelligence (AAAI), Washington, DC, USA, Feb. 7-14, 2023.
Sumin Lee, Sangmin Woo, Yeonju Park, Muhammad Adi Nugroho, and Changick Kim, "Modality Mixer for Multi-modal Action Recognition," in Proc. the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Hawaii, USA, Jan. 4-6, 2023.
Jinyoung Park, Minseok Son, Seungju Cho, Inyoung Lee, and Changick Kim, "RainUNet for Super-Resolution Rain Movie Prediction under Spatio-temporal Shifts," in Proc. the 36th Annual Conference on Neural Information Processing Systems Workshop (NeurIPSW), New Orleans, USA, Nov. 27 - Dec. 6, 2022.
Jinyoung Park, Inyoung Lee, Minseok Son, Seungju Cho, and Changick Kim, "Nowformer : A locally enhanced temporal learner for precipitation nowcasting," in Proc. the 36th Annual Conference on Neural Information Processing Systems Workshop (NeurIPSW), New Orleans, USA, Nov. 27 - Dec. 6, 2022.
Jinyoung Park, Minseok Son, Sumin Lee, and Changick Kim, "DAT: DOMAIN ADAPTIVE TRANSFORMER FOR DOMAIN ADAPTIVE SEMANTIC SEGMENTATION," in Proc. the 29th IEEE International Conference on Image Processing (ICIP), Bordeaux, France, Oct. 16-19, 2022.
Kibum Yun, Kyujin Shim, Kangwook Ko, and Changick Kim, "DYNAMIC TEMPLATE UPDATE FOR VISUAL OBJECT TRACKING," in Proc. the 29th IEEE International Conference on Image Processing (ICIP), Bordeaux, France, Oct. 16-19, 2022.
Jeongsoo Kim, Sangmin Woo, Byeongjun Park, and Changick Kim, "TEMPORAL FLOW MASK ATTENTION FOR OPEN-SET LONG-TAILED RECOGNITION OF WILD ANIMALS IN CAMERA-TRAP IMAGES," in Proc. the 29th IEEE International Conference on Image Processing (ICIP), Bordeaux, France, Oct. 16-19, 2022.
Minji Son, Myung-Joon Kwon, Hee-Seon Kim, Junyoung Byun, Seungju Cho, and Changick Kim, "ADAPTIVE WARPING NETWORK FOR TRANSFERABLE ADVERSARIAL ATTACKS," in Proc. the 29th IEEE International Conference on Image Processing (ICIP), Bordeaux, France, Oct. 16-19, 2022.
Seungju Cho, Junyoung Byun, Myung-Joon Kwon, Yoonji Kim, and Changick Kim, "ADVERSARIAL TRAINING WITH CHANNEL ATTENTION REGULARIZATION," in Proc. the 29th IEEE International Conference on Image Processing (ICIP), Bordeaux, France, Oct. 16-19, 2022.
Junyoung Byun, Kyujin Shim, Hyojun Go, and Changick Kim, "HIDDEN CONDITIONAL ADVERSARIAL ATTACKS," in Proc. the 29th IEEE International Conference on Image Processing (ICIP), Bordeaux, France, Oct. 16-19, 2022.
Junyoung Byun, Hyojun Go, Seungju Cho, and Changick Kim, "EXPLOITING DOUBLY ADVERSARIAL EXAMPLES FOR IMPROVING ADVERSARIAL ROBUSTNESS," in Proc. the 29th IEEE International Conference on Image Processing (ICIP), Bordeaux, France, Oct. 16-19, 2022.
Sangwoo Seo, Seungjun Jung, and Changick Kim, "Explanation-based Graph Neural Networks for Graph Classification," in Proc. the 26th International Conference on Pattern Recognition (ICPR), Montreal Quebec, Canada, Aug. 21-25, 2022.
Junyoung Byun, Seungju Cho, Myung-Joon Kwon, Hee-Seon Kim, and Changick Kim, "Improving the Transferability of Targeted Adversarial Examples through Object-Based Diverse Input," in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Jun. 19-24, 2022.
Junyoung Byun, Hyojun Go, and Changick Kim, "Geometrically Adaptive Dictionary Attack on Face Recognition," in Proc. IEEE Winter Conference on Applications of Computer Vision (WACV), Waikoloa, HI, USA, Jan. 4-8, 2022.
Junyoung Byun, Hyojun Go, and Changick Kim, "On the Effectiveness of Small Input Noise for Defending Against Query-based Black-Box Attacks," in Proc. IEEE Winter Conference on Applications of Computer Vision (WACV), Waikoloa, HI, USA, Jan. 4-8, 2022.
손민지, 권명준, 조승주, 김창익, "적대적 공격의 전이성 향상을 위한 이미지 왜곡 기법," 대한전자공학회논문지, Oct. 2022.
김희선, 권명준, 변준영, 김창익, "카메라 시점 변환을 이용한 전이 기반 적대적 공격 기법," 대한전자공학회논문지, Jul. 2022.
손민석, 권명준, 김윤지, 김창익, "얼굴 영상 분석을 위한 다중 모달 딥러닝 모델 연구," 한국통신학회지(정보와통신), 제 39권, 제 5호, pp. 60-66, Apr. 2022.
윤성준, 심규진, 고강욱, 하남구, 이민석, 장현성, 권구용, 박가영, 김창익, "적외선 영상을 위한 딥러닝 기반 실시간 동영상 안정화," 전자공학회논문지, 제 59권, 제 2호, pp. 77-83, Feb. 2021.
이수민, 오성찬, 정찬호, 김창익, "딥러닝을 이용한 시각적 의류 분석 기술: 서베이," 한국통신학회논문지, 제 45권, 제 7호, pp. 1174-1182, Jul. 2020.
은현준, 문진영, 박종열, 정찬호, 김창익, "시간적 행동 검출: 서베이," 한국통신학회논문지, 제 45권, 제 7호, pp. 1152-1165, Jul. 2020.
은현준, 문진영, 박종열, 정찬호, 김창익, "시간적 행동 구간 생성을 위한 LSTM 기반 단편 관련성 학습," 한국통신학회논문지, 제 45권, 제 6호, pp. 975-978, Jun. 2020.
이수민, 오성찬, 정찬호, 김창익, "의류 인식을 위한 의류 랜드마크 특징 탐색 네트워크," 한국통신학회논문지, 제 45권, 제 5호, pp. 801-804, May. 2020.
최석언, 심규진, 이준행, 이태영, 김창익, "단기적 물체 추적 기술의 변화와 발전방향," 전자공학회지, 제 47권, 제 2호, pp. 40-52, Feb. 2020.
최석언, 심규진, 이준행, 이태영, 김창익, "장기적 물체 추적의 개요 및 기술동향," 전자공학회지, 제 47권, 제 2호, pp. 53-63, Feb. 2020.
심규진, 최석언, 이준행, 이태영, 김창익, "물체 분류 기술 동향," 전자공학회지, 제 47권, 제 2호, pp. 64-75, Feb. 2020.
이혁재, 김창익, "스테레오 정합 기술 동향," 전자공학회지, 제 47권, 제 2호, pp. 32-39, Feb. 2020.
김종희, 신승권, 정찬호, 김창익, "딥러닝 기반 적외선 영상내 전력선 유무 검출 방법," 한국통신학회논문지 ,제 45권, 제 1호, pp. 159-162, Jan. 2020.
이원준, 권명준, 김영헌, 김창익, "편향과의 전투: 적대적 훈련을 통한 신경망 모델 교정", 대한전자공학회 하계학술대회, 롯데호텔 제주, Jun. 26-28, 2024.
김영헌, 권명준, 이원준, 김창익, "부분적 이미지 조작 증강 기법을 통한 딥페이크 탐지 일반화 성능 향상", 대한전자공학회 하계학술대회, 롯데호텔 제주, Jun. 26-28, 2024.
최유빈, 김동욱, 우상민, 장재혁, 김창익, "대형 시각-언어 모델에서의 객체 환각 현상 완화를 위한 이미지 처리 필터 기반 대조 학습", 대한전자공학회 하계학술대회, 롯데호텔 제주, Jun. 26-28, 2024.
권명준, 이원준, 김영헌, 김창익, "사전 학습된 모델의 앙상블을 통한 합성 영상 탐지의 일반화 능력 향상“, 대한전자공학회 하계학술대회, 롯데호텔 제주, Jun. 26-28, 2024.
성예은, 손민석, 구인용, 임정은, 김영민, 김창익, "야생동물 종 분류를 위한 손실 값 기반 로짓 조정 기법", 대한전자공학회 하계학술대회, 롯데호텔 제주, Jun. 26-28, 2024.
양유진, 심규진, 고강욱, 김창익, "다중 물체 추적 기법들의 실제적 영향 비교 및 새로운 베이스라인 탐색", 대한전자공학회 하계학술대회, 롯데호텔 제주, Jun. 26-28, 2024.
김동욱, 우상민, 장재혁, 최유빈, 김창익, "하이패스 필터링을 활용한 대형 비전 언어 모델의 환각 현상 완화", 대한전자공학회 하계학술대회, 롯데호텔 제주, Jun. 26-28, 2024.
고강욱, 박연주, 김윤지, 김희선, 심규진, 김창익, "거리두기 손실 함수를 통한 자기지도 대조 학습의 성능 향상", 대한전자공학회 하계학술대회, 제주신화월드 랜딩컨벤션센터 제주, Jun. 29- Jul. 1, 2022.
김민범, 김희선, 변준영, 김창익, "이중 무작위 변환 기법을 통한 보편적 적대적 섭동의 전이성 향상", 대한전자공학회 하계학술대회, 제주신화월드 랜딩컨벤션센터 제주, Jun. 29- Jul. 1, 2022.
전우진, 김윤지, 권명준, 김창익, "스테레오 깊이 추정 신경망에 대한 표적성 적대적 공격", 대한전자공학회 하계학술대회, 제주신화월드 랜딩컨벤션센터 제주, Jun. 29- Jul. 1, 2022.
권명준, 손민지, 김윤지, 김창익, "적대적 취약성 다양화를 통한 적대적 전이성 향상", 대한전자공학회 하계학술대회, 제주신화월드 랜딩컨벤션센터 제주, Jun. 29- Jul. 1, 2022.
황주비, 윤기범, 고강욱, 심규진, 조승연, 김창익, "도시 규모 교통 관리를 위한 다중 대상 다중 카메라 차량 추적 시스템", 대한전자공학회 하계학술대회, 제주신화월드 랜딩컨벤션센터 제주, Jun. 29- Jul. 1, 2022.
김희선, 변준영, 손민지, 김창익, "혼합 이미지를 통한 보편적 적대적 섭동의 공격 성공률 향상", 대한전자공학회 하계학술대회, 제주신화월드 랜딩컨벤션센터 제주, Jun. 29- Jul. 1, 2022.
손민지, 권명준, 김희선, 김창익, "생성 모델 기반 적대적 공격의 전이성 향상을 위한 구분 모델의 특성 지도 마스킹 방법", 대한전자공학회 하계학술대회, 제주신화월드 랜딩컨벤션센터 제주, Jun. 29- Jul. 01, 2022.
김윤지, 조승주, 권명준, 김창익, "픽셀 드랍을 이용한 레이블을 사용하지 않는 전이 기반 적대적 공격," 대한전자공학회 추계학술대회, 송도컨벤시아 인천, Nov. 26-27, 2021.
고강욱, 심규진, 변준영, 김창익, "합성곱 신경망의 가중치 다변화를 통한 성능 향상," 대한전자공학회 추계학술대회, 송도컨벤시아 인천, Nov. 26-27, 2021.
박연주, 구인용, 정민기, 김창익, "트랜스포머를 이용한 다종 센서 기반 행동 인식," 대한전자공학회 추계학술대회, 송도컨벤시아 인천, Nov. 26-27, 2021.
김희선, 권명준, 변준영, 김창익, "원근 변환 기법을 통한 적대적 이미지의 전이성 향상," 대한전자공학회 추계학술대회, 송도컨벤시아 인천, Nov. 26-27, 2021.
손민지, 권명준, 조승주, 김창익, "탄성변환을 이용한 적대적 예제의 전이성 향상," 대한전자공학회 추계학술대회, 송도컨벤시아 인천, Nov. 26-27, 2021.
김정수, 박병준, 조승주, 최명애, 박진영, 서형수, 김창익, "트랩 카메라 영상 데이터셋을 활용한 옵티컬 플로우 퓨전 딥러닝 네트워크," 대한전자공학회 추계학술대회, 송도컨벤시아 인천, Nov. 26-27, 2021.
박근철, 정민기, 김창익, "메트릭 학습 기반 오픈세트 극소수 학습에 대한 분류 성능 향상," 대한전자공학회 추계학술대회, 김대중컨벤션센터 광주, Nov. 27-28, 2020.
윤기범, 최석언, 김창익, "소형물체에 대한 판별 상관 필터기반 물체 추적 방법 성능분석," 대한전자공학회 추계학술대회, 김대중컨벤션센터 광주, Nov. 27-28, 2020.
박병준, 고효준, 김창익, "단계별 비용 체적 정규화를 이용한 자기 지도 학습 기반 단안 씬(Scene) 플로우 추정," 대한전자공학회 추계학술대회, 김대중컨벤션센터 광주, Nov. 27-28, 2020.
김정수, 변준영, 김창익, "전이 기반 적대적 공격 방어를 위한 신경망의 특성 지도 데이터 무작위 치환," 대한전자공학회 추계학술대회, 김대중컨벤션센터 광주, Nov. 27-28, 2020.
서상우, 김승현, 고지은, 김창익, "메타 드롭아웃 기반 도메인 일반화," 대한전자공학회 추계학술대회, 김대중컨벤션센터 광주, Nov. 27-28, 2020.
박진영, 양승한, 김윤형, 남도원, 김창익, "군함 영상의 의미론적 분할을 위한 도메인 적응 및 엔트로피 기반 자가학습 기법," 대한전자공학회 추계학술대회, 김대중컨벤션센터 광주, Nov. 27-28, 2020.
구인용, 정민기, 김창익, "극소수 예시 오픈 세트 식별 문제에서의 비관측 범주 이미지 검출 성능 향상," 대한전자공학회 추계학술대회, 김대중컨벤션센터 광주, Nov. 27-28, 2020.
고효준, 박병준, 김창익, "적대적인 공격에 대한 인증 가능한 방어 방법의 성능 향상," 한국방송미디어공학회 추계학술대회, 온라인, Nov. 27-28, 2020.
윤성준, 심규진, 김창익, "균일한 부류 확률값 학습을 통한 도메인 일반화," 한국방송미디어공학회 추계학술대회, 온라인, Nov. 27-28, 2020.
최명애, 유승화, 변준영, 고효준, 김정수, 박병준, 김창익, "디지털 자연보전: AI를 이용한 DMZ 야생동물 종 및 개체수 분석," 대한지리학회 연례학술대회, Nov. 13, 2020.
문성원, 김윤형, 이지원, 남도원, 유원영, 김창익, "도메인 적응화를 통한 퓨샷 환경에서의 대한민국 군함 식별 성능향상에 대한 연구," 대한전자공학회 하계종합학술대회, 롯데호텔 제주, Aug. 20, 2020.