Jeong, Jongheon
- Representation Alignment for Generation: Training Diffusion Transformers Is Easier Than You Think
2024/10/09 by Sihyun Yu, Sangkyung Kwak, Yu, Sihyun +11 · 2 voices · 180 citations
Computer Science · #Reinforcement Learning in Robotics
- SPot-the-Difference Self-Supervised Pre-training for Anomaly Detection and Segmentation
2022/07/28 by Jongheon Jeong, Zou, Yang, Jeong, Jongheon +6 · 62 citations
Computer Science · Medicine · #Anomaly Detection Techniques and Applications #COVID-19 diagnosis using AI #Domain Adaptation and Few-Shot Learning
- WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation
2023/03/26 by Jongheon Jeong, Yang Zou, Jeong, Jongheon +9 · 57 citations
Computer Science · Medicine · #Anomaly Detection Techniques and Applications #COVID-19 diagnosis using AI #Digital Media Forensic Detection
- CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances
2020/07/16 by Jihoon Tack, Tack, Jihoon, Sangwoo Mo +5 · 36 citations
Computer Science · Engineering · Medicine · #Anomaly Detection Techniques and Applications #Data-Driven Disease Surveillance #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- NOTE: Robust Continual Test-time Adaptation Against Temporal Correlation
2022/08/10 by Taesik Gong, Gong, Taesik, Jongheon Jeong +9 · 16 citations
Computer Science · Earth and Planetary Sciences · Engineering · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reservoir Engineering and Simulation Methods #Seismic Imaging and Inversion Techniques
- M2m: Imbalanced Classification via Major-to-minor Translation
2020/04/01 by Jaehyung Kim, Jongheon Jeong, Kim, Jaehyung +3 · 8 citations
Computer Science · Medicine · #Imbalanced Data Classification Techniques #COVID-19 diagnosis using AI #Digital Imaging for Blood Diseases
- Margin-aware Preference Optimization for Aligning Diffusion Models without Reference
2024/06/10 by Hong, Jiwoo, Paul, Sayak, Lee, Noah +3 · 10 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Consistency Regularization for Certified Robustness of Smoothed\n Classifiers
2020/06/07 by Jongheon Jeong, Jeong, Jongheon, Jinwoo Shin +1 · 4 citations
Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Domain Adaptation and Few-Shot Learning
- SmoothMix: Training Confidence-calibrated Smoothed Classifiers for Certified Robustness
2021/11/17 by Jongheon Jeong, Jeong, Jongheon, Sejun Park +9 · 4 citations
Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)
- DiffusionGuard: A Robust Defense Against Malicious Diffusion-based Image Editing
2024/10/08 by June Suk Choi, Kyungmin Lee, Choi, June Suk +9 · 8 citations
Computer Science · #Advanced Steganography and Watermarking Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Face recognition and analysis #Generative Adversarial Networks and Image Synthesis
- Consistency Regularization for Adversarial Robustness
2021/03/08 by Jihoon Tack, Tack, Jihoon, Sihyun Yu +9 · 3 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Confidence-aware Training of Smoothed Classifiers for Certified Robustness
2022/12/18 by Jongheon Jeong, Jeong, Jongheon, Seojin Kim +3 · 2 citations
Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Machine Learning and Data Classification
- Multi-scale Diffusion Denoised Smoothing
2023/10/25 by Jongheon Jeong, Jinwoo Shin, Jeong, Jongheon +1 · 2 citations
Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Training GANs with Stronger Augmentations via Contrastive Discriminator
2021/03/17 by Jongheon Jeong, Jinwoo Shin, Jeong, Jongheon +1 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Music and Audio Processing
- LVMark: Robust Watermark for Latent Video Diffusion Models
2024/12/12 by Youngdong Jang, Jang, MinHyuk, MinHyuk Jang +9 · 3 citations
Computer Science · #Advanced Steganography and Watermarking Techniques #Computer Graphics and Visualization Techniques #Generative Adversarial Networks and Image Synthesis
- FaceShield: Defending Facial Image against Deepfake Threats
2024/12/13 by Jeong, Jaehwan, In, Sumin, Kim, Sieun +5 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Guiding Energy-based Models via Contrastive Latent Variables
2023/03/06 by Lee, Hankook, Jeong, Jongheon, Park, Sejun +1 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- BlurGuard: A Simple Approach for Robustifying Image Protection Against AI-Powered Editing
2025/10/31 by Jinsu Kim, Kim, Jinsu, Minseon Kim +6 · 1 citation
Computer Science · #Digital Media Forensic Detection #Adversarial Robustness in Machine Learning #Advanced Image Processing Techniques