Kihyuk Sohn

1. FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence
   2020/01/21 by Kihyuk Sohn, Sohn, Kihyuk, David Berthelot +15 · 159 citations
   Computer Science · #Domain Adaptation and Few-Shot Learning #Multimodal Machine Learning Applications #Advanced Neural Network Applications
2. Language Model Beats Diffusion -- Tokenizer is Key to Visual Generation
   2023/10/09 by Lijun Yu, Yu, Lijun, José Lezama +28 · 108 citations
   Computer Science · Medicine · #Multimodal Machine Learning Applications #Topic Modeling #Artificial Intelligence in Healthcare and Education
3. CutPaste: Self-Supervised Learning for Anomaly Detection and Localization
   2021/04/08 by Chunliang Li, Kihyuk Sohn, Li, Chun-Liang +5 · 44 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #Digital Media Forensic Detection #FOS: Computer and information sciences
4. StyleDrop: Text-to-Image Generation in Any Style
   2023/06/01 by Kihyuk Sohn, Sohn, Kihyuk, Nataniel Ruiz +24 · 28 citations
   Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Computer Graphics and Visualization Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Human Motion and Animation
5. Pic2Word: Mapping Pictures to Words for Zero-shot Composed Image Retrieval
   2023/02/06 by Kuniaki Saito, Kihyuk Sohn, Saito, Kuniaki +11 · 15 citations
   Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications
6. ReMixMatch: Semi-Supervised Learning with Distribution Alignment and Augmentation Anchoring
   2019/11/21 by David Berthelot, Berthelot, David, Nicholas Carlini +11 · 10 citations
   Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Multimodal Machine Learning Applications
7. A Simple Semi-Supervised Learning Framework for Object Detection
   2020/05/10 by Kihyuk Sohn, Zizhao Zhang, Sohn, Kihyuk +9 · 14 citations
   Computer Science · #Advanced Neural Network Applications #Advanced Image and Video Retrieval Techniques #Domain Adaptation and Few-Shot Learning
8. Attribute2Image: Conditional Image Generation from Visual Attributes
   2015/12/02 by Xinchen Yan, Yan, Xinchen, Kihyuk Sohn +4 · 15 citations
   Computer Science · #Generative Adversarial Networks and Image Synthesis #Face recognition and analysis #Image Retrieval and Classification Techniques
9. Video Probabilistic Diffusion Models in Projected Latent Space
   2023/02/15 by Sihyun Yu, Yu, Sihyun, Kihyuk Sohn +5 · 9 citations
   Computer Science · #Generative Adversarial Networks and Image Synthesis
10. Instruct-Imagen: Image Generation with Multi-modal Instruction
    2024/01/03 by Hexiang Hu, Kelvin C. K. Chan, Hu, Hexiang +21 · 10 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Topic Modeling
11. Towards Universal Representation Learning for Deep Face Recognition
    2020/02/26 by Yichun Shi, Shi, Yichun, Yu Xiang +7 · 4 citations
    Computer Science · #Face recognition and analysis #Biometric Identification and Security #Face and Expression Recognition
12. MaskSketch: Unpaired Structure-guided Masked Image Generation
    2023/02/10 by Dina Bashkirova, Bashkirova, Dina, José Lezama +7 · 5 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis
13. Direct Consistency Optimization for Robust Customization of Text-to-Image Diffusion Models
    2024/02/19 by Kyungmin Lee, Lee, Kyungmin, Sangkyung Kwak +5 · 1 voice · 2 citations
    Computer Science · #Image Retrieval and Classification Techniques
14. DreamFlow: High-Quality Text-to-3D Generation by Approximating Probability Flow
    2024/03/22 by Kyung-Min Lee, Kihyuk Sohn, Lee, Kyungmin +3 · 6 citations
    Computer Science · Engineering · #Computer Graphics and Visualization Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human Motion and Animation #Image Processing and 3D Reconstruction
15. Towards Large-Pose Face Frontalization in the Wild
    2017/04/20 by Xi Yin, Yin, Xi, Yu Xiang +7 · 3 citations
    Computer Science · #Face recognition and analysis #Biometric Identification and Security #Generative Adversarial Networks and Image Synthesis
16. Assessing Post-Disaster Damage from Satellite Imagery using Semi-Supervised Learning Techniques
    2020/11/24 by Jihyeon Lee, Joseph Z. Xu, Lee, Jihyeon +17 · 2 citations
    Computer Science · Medicine · Engineering · #Anomaly Detection Techniques and Applications #Data-Driven Disease Surveillance #Remote-Sensing Image Classification
17. Self-supervise, Refine, Repeat: Improving Unsupervised Anomaly Detection
    2021/06/11 by Jinsung Yoon, Yoon, Jinsung, Kihyuk Sohn +9 · 2 citations
    Computer Science · Medicine · #Anomaly Detection Techniques and Applications #Data-Driven Disease Surveillance #FOS: Computer and information sciences #Influenza Virus Research Studies #Machine Learning (cs.LG)
18. Where is the answer? Investigating Positional Bias in Language Model Knowledge Extraction
    2024/02/16 by Kuniaki Saito, Saito, Kuniaki, Kihyuk Sohn +5 · 3 citations
    Computer Science · #Topic Modeling #Seismology and Earthquake Studies
19. Prefix Conditioning Unifies Language and Label Supervision
    2022/06/02 by Kuniaki Saito, Saito, Kuniaki, Kihyuk Sohn +11 · 1 citation
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Cancer-related molecular mechanisms research #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications
20. FormNetV2: Multimodal Graph Contrastive Learning for Form Document Information Extraction
    2023/05/04 by Chen-Yu Lee, Chunliang Li, Lee, Chen-Yu +29 · 1 citation
    Computer Science · #Handwritten Text Recognition Techniques #Multimodal Machine Learning Applications #Topic Modeling