Updates

Publications

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    Learning to Weight Parameters for Data Attribution.
    Shuangqi Li, Hieu Le, Jingyi Xu, Mathieu Salzmann.
    International Conference on Learning Representations (ICLR) 2026.
  
  
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    CORA: Consistency-Guided Semi-Supervised Framework for Reasoning Segmentation.
    Prantik Howlader, Hoang Nguyen-Canh, Srijan Das , Jingyi Xu, Hieu Le , Dimitris Samaras.
    IEEE Winter Conference on Applications of Computer Vision (WACV) 2026.
  
  
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    Importance-Based Token Merging for Efficient Image and Video Generation.
    Haoyu Wu, Jingyi Xu, Hieu Le, Dimitris Samaras.
    IEEE International Conference on Computer Vision (ICCV) 2025 (Oral).
  
  
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    Multi-view Gaze Target Estimation.
    Qiaomu Miao, Vivek Raju Golani, Jingyi Xu, Progga Paromita Dutta, Minh Hoai, Dimitris Samaras.
    IEEE International Conference on Computer Vision (ICCV) 2025.
  
  
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    Counting Stacked Objects.
    Corentin Dumery, Noa Ette, Aoxiang Fan, Ren Li, Jingyi Xu, Hieu Le, Pascal Fua.
    IEEE International Conference on Computer Vision (ICCV) 2025 (Oral).
  
  
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    Pairwise-Constrained Implicit Functions for 3D Human Heart Modeling.
    Hieu Le, Jingyi Xu, Nicolas Talabot, Jiancheng Yang, Pascal Fua.
    Medical Image Computing and Computer Assisted Intervention (MICCAI) 2025.
  
  
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    Few-shot Personalized Scanpath Prediction.
    Ruoyu Xue, Jingyi Xu, Sounak Mondal, Hieu Le, Greg Zelinsky, Minh Hoai , Dimitris Samaras.
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2025.
  
  
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    Enhancing Compositional Text-to-Image Generation with Reliable Random Seeds.
    Shuangqi Li, Hieu Le, Jingyi Xu, Mathieu Salzmann.
    International Conference on Learning Representations (ICLR) 2025 (Spotlight).
  
  
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    Learning to Count from Pseudo-Labeled Segmentation.
    Jingyi Xu, Hieu Le, Dimitris Samaras.
    European Conference on Computer Vision (WACV) 2025.
  
  
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    Assessing Sample Quality via the Latent Space of Generative Models.
    Jingyi Xu, Hieu Le, Dimitris Samaras.
    European Conference on Computer Vision (ECCV) 2024.
  
  
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    Zero-Shot Object Counting.
    Jingyi Xu, Hieu Le, Vu Nguyen, Viresh Ranjan, Dimitris Samaras.
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2023.
  
  
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    Generating Features With Increased Crop-related Diversity For Few-shot Object Detection.
    Jingyi Xu, Hieu Le, Dimitris Samaras.
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2023.
  
  
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    Generating Representative Samples for Few-Shot Classification.
    Jingyi Xu, Hieu Le
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2022.
  
  
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    Variational Feature Disentangling for Fine-Grained Few-Shot Classification.
    Jingyi Xu, Hieu Le, Mingzhen Huang, ShahRukh Athar, Dimitris Samaras.
    IEEE International Conference on Computer Vision (ICCV) 2021.
  
  
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    RegularFace: Deep Face Recognition via Exclusive Regularization.
    Kai Zhao, Jingyi Xu, Ming-Ming Cheng.
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2019.
  
  

Experience

• Research Intern at Amazon, Seattle, May 2023 - July 2023
• Research Intern at NEC Lab, CA, May 2021 - Aug 2021
• Research Intern at SenseTime, Beijing, Dec 2018 - July 2019
• Research Intern at Panasonic R&D Center,Singapore, Sep 2018 - Dec 2018