Publications

2025

  1. Few-Shot Pattern Detection via Template Matching and Regression
    Eunchan Jo,  Dahyun Kang, Sanghyun Kim, Yunseon Choi,  and Minsu Cho
    International Conference on Computer Vision (ICCV), 2025
    Highlight presentation
    Paper
  2. DINOv2 Meets Text: A Unified Framework for Image- and Pixel-Level Vision-Language Alignment
    Cijo Jose, Théo Moutakanni,  Dahyun Kang, Federico Baldassarre, Timothée Darcet, Hu Xu, Daniel Li, Marc Szafraniec, Michaël Ramamonjisoa, Maxime Oquab, Oriane Siméoni, Huy V. Vo, Patrick Labatut,  and Piotr Bojanowski
    IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2025
    Paper
  3. Memory-Modular Classification: Learning to Generalize with Memory Replacement
    Dahyun Kang, Ahmet Iscen, Eunchan Jo, Sua Choi, Minsu Cho,  and Cordelia Schmid
    Transactions on Machine Learning Research (TMLR)
    IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2025 workshop on Visual Concepts     2025
    Paper Code

2024

  1. In Defense of Lazy Visual Grounding for Open-Vocabulary Semantic Segmentation
    Dahyun Kang,  and Minsu Cho
    European Conference on Computer Vision (ECCV), 2024
    Paper Code
  2. Contrastive Mean-Shift Learning for Generalized Category Discovery
    Sua Choi,  Dahyun Kang,  and Minsu Cho
    IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024
    Paper Code

2023

  1. Distilling Self-Supervised Vision Transformers for Weakly-Supervised Few-Shot Classification & Segmentation
    Dahyun Kang, Piotr Koniusz, Minsu Cho,  and Naila Murray
    IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023
    Paper Code

2022

  1. Few-Shot Metric Learning: Online Adaptation of Embedding for Retrieval
    Deunsol Jung,  Dahyun Kang, Suha Kwak,  and Minsu Cho
    Asian Conference on Computer Vision (ACCV), 2022
    Paper Code
  2. Integrative Few-Shot Learning for Classification and Segmentation
    Dahyun Kang,  and Minsu Cho
    IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022
    Paper Code
  3. Semi-supervised Domain Adaptation via Sample-to-Sample Self-Distillation
    Jeongbeen Yoon,  Dahyun Kang,  and Minsu Cho
    Winter Conference on Applications of Computer Vision (WACV), 2022
    Paper Code

2021

  1. Hypercorrelation Squeeze for Few-Shot Segmentation
    Juhong Min,  Dahyun Kang,  and Minsu Cho
    International Conference on Computer Vision (ICCV), 2021
    Paper Code
  2. Relational Embedding for Few-Shot Classification
    Dahyun Kang, Heeseung Kwon, Juhong Min,  and Minsu Cho
    International Conference on Computer Vision (ICCV), 2021
    Paper Code

2020