publications

(* indicates equal contribution.)

2024

  1. aaai2024a.gif
    DreamStyler: Paint by Style Inversion with Text-to-Image Diffusion Models
    Namhyuk Ahn, Junsoo Lee, Chunggi Lee, Kunhee Kim, Daesik Kim, Seung-Hun Nam, Kibeom Hong
    In AAAI, 2024
    arXiv Project Github
  2. ijcv2024a.png
    Data Augmentation for Low-Level Vision: CutBlur and Mixture-of-Augmentation
    Namhyuk Ahn, Jaejun Yoo, Kyung-Ah Sohn
    International Journal of Computer Vision (IF=19.5), 2024
    HTML
  3. eswa2024a.gif
    Decomposing Texture and Semantics for Out-of-distribution Detection
    Jeong-Hyeon Moon*, Namhyuk Ahn*, Kyung-Ah Sohn
    Expert Systems with Applications (IF=8.5), 2024
    HTML

2023

  1. arxiv2023b.gif
    DiffBlender: Scalable and Composable Multimodal Text-to-Image Diffusion Models
    Sungnyun Kim*, Junsoo Lee*, Kibeom Hong, Daesik Kim, Namhyuk Ahn
    arXiv preprint arXiv:2305.15194, 2023
    arXiv Project Github
  2. arxiv2023a.png
    Magnitude Attention-based Dynamic Pruning
    Jihye Back, Namhyuk Ahn, Jangho Kim
    arXiv preprint arXiv:2306.05056, 2023
    arXiv
  3. iccv2023a.gif
    AesPA-Net: Aesthetic Pattern-Aware Style Transfer Networks
    Kibeom Hong, Seogkyu Jeon, Junsoo Lee, Namhyuk Ahn, Kunhee Kim, Pilhyeon Lee, Daesik Kim, Youngjung Uh, Hyeran Byun
    In ICCV, 2023
    arXiv Github
  4. cvpr2023a.gif
    Interactive Cartoonization with Controllable Perceptual Factors
    Namhyuk Ahn, Patrick Kwon, Jihye Back, Kibeom Hong, Seungkwon Kim
    In CVPR, 2023
    arXiv
  5. cvprw2023a.gif
    LPMM: Intuitive Pose Control for Neural Talking-Head Model via Landmark-Parameter Morphable Model
    Kwangho Lee, Patrick Kwon, Myung Ki Lee, Namhyuk Ahn, Junsoo Lee
    In CVPRW, 2023
    arXiv

2022

  1. satc2022a.gif
    WebtoonMe: A Data-Centric Approach for Full-Body Portrait Stylization
    Jihye Back*, Seungkwon Kim*, Namhyuk Ahn
    In SIGGRAPH Asia Technical Communications, 2022
    arXiv Project
  2. pr2022a.png
    Efficient Deep Neural Network for Photo-Realistic Image Super-Resolution
    Namhyuk Ahn, Byungkon Kang, Kyung-Ah Sohn
    Pattern Recognition (IF=8.0), 2022
    arXiv Github
  3. cvprw2022b.gif
    Cross-Domain Style Mixing for Face Cartoonization
    Seungkwon Kim, Chaeheon Gwak, Dohyun Kim, Kwangho Lee, Jihye Back, Namhyuk Ahn, Daesik Kim
    In CVPRW, 2022
    arXiv
  4. cvprw2022a.gif
    Exploiting Distortion Information for Multi-Degraded Image Restoration
    Wooksu Shin, Namhyuk Ahn, Jeong-Hyeon Moon, Kyung-Ah Sohn
    In CVPRW, 2022
    PDF

2021

  1. thesis.jpg
    Toward an Efficient Deep Image Restoration Method
    Namhyuk Ahn
    PhD thesis. Ajou University, 2021
    PDF
  2. iclrw2021a.gif
    What is Wrong With One-Class Anomaly Detection?
    JuneKyu Park, Jeong-Hyeon Moon, Namhyuk Ahn, Kyung-Ah Sohn
    In ICLRW, 2021
    arXiv Github

2020

  1. accv2020a.gif
    Restoring Spatially-Heterogeneous Distortions Using Mixture of Experts Network
    Sijin Kim*, Namhyuk Ahn*, Kyung-Ah Sohn
    In ACCV, 2020
    arXiv
  2. cvpr2020a.gif
    Rethinking Data Augmentation for Image Super-Resolution: A Comprehensive Analysis and a New Strategy
    Jaejun Yoo*, Namhyuk Ahn*, Kyung-Ah Sohn
    In CVPR, 2020
    arXiv Github
  3. cvprw2020a.gif
    SimUSR: A Simple but Strong Baseline for Unsupervised Image Super-Resolution
    Namhyuk Ahn*, Jaejun Yoo*, Kyung-Ah Sohn
    In CVPRW, 2020
    arXiv

2018

  1. eccv2018a.gif
    Fast, Accurate, and Lightweight Super-Resolution With Cascading Residual Network
    Namhyuk Ahn, Byungkon Kang, Kyung-Ah Sohn
    In ECCV, 2018
    arXiv Github
  2. cvprw2018a.gif
    Image Super-Resolution via Progressive Cascading Residual Network
    Namhyuk Ahn, Byungkon Kang, Kyung-Ah Sohn
    In CVPRW, 2018
    PDF

2017

  1. acpr2017a.gif
    Image Distortion Detection Using Convolutional Neural Network
    Namhyuk Ahn, Byungkon Kang, Kyung-Ah Sohn
    In ACPR, 2017
    arXiv