Highlights
* denotes the corresponding author.
 
    
      
2024
    
    
      
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  - 
    - 
      - DemoFusion: Democratising High-Resolution Image Generation With No $$$.- 
    
        Ruoyi Du,
        Dongliang Chang*,
        Timothy Hospedales, 
        Yi-Zhe Song, 
        and
        Zhanyu Ma 
       - 
        
         -  IEEE Conference on Computer Vision and Pattern Recognition, 2024.  
 
 
 
 
 
 
 
 
 
  
    
2023
  
  
    
  - 
- 
  - 
    - An Erudite Fine-Grained Visual Classification Model.- 
      Dongliang Chang, 
      Yujun Tong, 
      Ruoyi Du, 
      Timothy Hospedales, 
      Yi-Zhe Song, 
      and
      Zhanyu Ma*
     - 
      -  IEEE Conference on Computer Vision and Pattern Recognition, 2023.  
 
 
 
 
 
 
 
    
      
2023
    
    
      
    - 
  
  - 
    - 
      - Making a Bird AI Expert Work for You and Me.- 
        Dongliang Chang,
        Kaiyue Pang,
        Ruoyi Du, 
        Yujun Tong, 
        Yi-Zhe Song, 
        Zhanyu Ma*, 
        and
        Jun Guo
       - 
        - IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023.  
 
 
 
 
 
 
 
 
    
      
2021
    
    
      
    - 
  
  - 
    - 
      - Your "Flamingo" is My "Bird": Fine-Grained, or Not.- 
        Dongliang Chang, 
        Kaiyue Pang, 
        Yixiao Zheng, 
        Zhanyu Ma*, 
        Yi-Zhe Song, 
        and
        Jun Guo
       - 
        -  IEEE Conference on Computer Vision and Pattern Recognition, 2021.  
 
 
 
 
 
   
 
    
      
2020
    
    
      
    - 
  
  - 
    - 
      - The Devil is in the Channels: Mutual-Channel Loss for Fine-Grained Image Classification.- 
        Dongliang Chang, 
        Yifeng Ding, 
        Jiyang Xie, 
        Ayan Kumar Bhunia, 
        Xiaoxu Li, 
        Zhanyu Ma*, 
        Ming Wu, 
        Jun Guo, 
        and
        Yi-Zhe Song
       - 
        - IEEE Transactions on Image Processing, 2020.  
 
 
 
 
 
   
Selected Publications
* denotes the corresponding author.
 
    
      
2025
    
    
      
    - 
  
  - 
    - 
      - Reserve to Adapt: Mining Inter-Class Relations for Open-Set Domain Adaptation.- 
        Yujun Tong,
        Dongliang Chang*,
        Da Li, 
        Xinran Wang,
        Kongming Liang,
        Yi-Zhe Song, 
        and 
        Zhanyu Ma
       - 
        - IEEE Transactions on Image Processing, 2025.  
 
 
 
 
 
 
 
 
    
      
2024
    
    
      
    - 
  
  - 
    - 
      - Channel-Spatial Support-Query Cross-Attention for Fine-Grained Few-Shot Image Classification.- 
        Shicheng Yang,
        Xiaoxu Li*, 
        Dongliang Chang*,
        Zhanyu Ma, 
        and 
        Jing-Hao Xue
       - 
        - ACM International Conference on Multimedia, 2024.  
 
 
 
 
 
 
 
 
    
      
2024
    
    
      
    - 
  
  - 
    - 
      - Bi-Directional Ensemble Feature Reconstruction Network for Few-Shot Fine-Grained Classification.- 
        Jijie Wu,
        Dongliang Chang,
        Aneeshan Sain, 
        Xiaoxu Li*, 
        Zhanyu Ma, 
        Jie Cao, 
        Jun Guo,
        and 
        Yi-Zhe Song
       - 
        - IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024.  
 
 
 
 
 
 
 
    
      
2024
    
    
      
    - 
  
  - 
    - 
      - CreativeSeg: Semantic Segmentation of Creative Sketches.- 
        Yixiao Zheng, 
        Kaiyue Pang, 
        Ayan Das,
        Dongliang Chang, 
        Yi-Zhe Song, 
        and
        Zhanyu Ma*
       - 
        - IEEE Transactions on Image Processing, 2024.  
 
 
 
 
 
   
 
 
    
      
2024
    
    
      
    - 
  
  - 
    - 
      - DemoFusion: Democratising High-Resolution Image Generation With No $$$.- 
    
        Ruoyi Du,
        Dongliang Chang*,
        Timothy Hospedales, 
        Yi-Zhe Song, 
        and 
        Zhanyu Ma 
       - 
        
         -  IEEE Conference on Computer Vision and Pattern Recognition, 2024.  
 
 
 
 
 
 
 
 
    
      
2023
    
    
      
    - 
  
  - 
    - 
      - Semi-Supervised Learning for FGVC with Out-of-Category Data.- 
    
        Ruoyi Du,
        Dongliang Chang,
        Zhanyu Ma, 
        Kongming Liang*, 
        Yi-Zhe Song, 
        and
        Jun Guo
       - 
        - IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023.  
 
 
 
 
 
 
 
  
    
2023
  
  
    
  - 
- 
  - 
    - Multi-view Active Fine-grained Visual Recognition.- 
      Ruoyi Du, 
      Wengqing Yu, 
      Heqing Wang, 
      Ting-En Lin, 
      Dongliang Chang*, 
      and
      Zhanyu Ma
     - 
      -  International Conference on Computer Vision, 2023.  
 
 
 
 
 
 
  
    
2023
  
  
    
  - 
- 
  - 
    - On-the-fly Category Discovery.- 
      Ruoyi Du, 
      Dongliang Chang, 
      Kongming Liang*, 
      Timothy Hospedales, 
      Yi-Zhe Song, 
      and
      Zhanyu Ma
     - 
      -  IEEE Conference on Computer Vision and Pattern Recognition, 2023.  
 
 
 
 
 
 
  
    
2023
  
  
    
  - 
- 
  - 
    - An Erudite Fine-Grained Visual Classification Model.- 
      Dongliang Chang, 
      Yujun Tong, 
      Ruoyi Du, 
      Timothy Hospedales, 
      Yi-Zhe Song, 
      and
      Zhanyu Ma*
     - 
      -  IEEE Conference on Computer Vision and Pattern Recognition, 2023.  
 
 
 
 
 
 
 
 
  
    
2023
  
  
    
  - 
- 
  - 
    - Making a Bird AI Expert Work for You and Me.- 
      Dongliang Chang,
      Kaiyue Pang,
      Ruoyi Du, 
      Yujun Tong, 
      Yi-Zhe Song, 
      Zhanyu Ma*, 
      and
      Jun Guo
     - 
      - IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023.  
 
 
 
 
 
 
 
    
      
2023
    
    
      
    - 
  
  - 
    - 
      - Bi-Directional Feature Reconstruction Network for Fine-grained Few-shot Image Classification.- 
        Jijie Wu, 
        Dongliang Chang, 
        Aneeshan Sain, 
        Xiaoxu Li*, 
        Zhanyu Ma, 
        Jie Cao, 
        Jun Guo, 
        and
        Yi-Zhe Song 
       - 
        -  Association for the Advancement of Artificial Intelligence, 2023.  
 
 
 
 
 
   
 
  
 
     
       
2022
     
     
       
     - 
   
   - 
     - 
       - Domain Generalization via Frequency-domain-based Feature Disentanglement and Interaction.- 
         Jingye Wang, 
         Ruoyi Du, 
         Dongliang Chang, 
         Kongming Liang*,
         and
         Zhanyu Ma
        - 
         -  ACM International Conference on Multimedia, 2022.  
 
 
 
 
 
    
  
 
    
      
2021
    
    
      
    - 
  
  - 
    - 
      - Your "Flamingo" is My "Bird": Fine-Grained, or Not.- 
        Dongliang Chang, 
        Kaiyue Pang, 
        Yixiao Zheng, 
        Zhanyu Ma*, 
        Yi-Zhe Song, 
        and
        Jun Guo
       - 
        -  IEEE Conference on Computer Vision and Pattern Recognition, 2021.  
 
 
 
 
 
   
 
 
    
      
2021
    
    
      
    - 
  
  - 
    - 
      - Progressive Learning of Category-Consistent Multi-Granularity Features for Fine-Grained Visual Classification.- 
        Ruoyi Du, 
        Jiyang Xie, 
        Zhanyu Ma*, 
        Dongliang Chang, 
        Yi-Zhe Song, 
        and
        Jun Guo
       - 
        -  IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021.  
 
 
 
 
 
   
 
 
    
      
2021
    
    
      
    - 
  
  - 
    - 
      - GPCA: A Probabilistic Framework for Gaussian Process Embedded Channel Attention.- 
        Jiyang Xie, 
        Zhanyu Ma*, 
        Dongliang Chang, 
        Guoqiang Zhang, 
        and
        Jun Guo
       - 
        -  IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021.  
 
 
 
 
 
   
 
 
    
      
2021
    
    
      
    - 
  
  - 
    - 
      - AP-CNN: Weakly Supervised Attention Pyramid Convolutional Neural Network for Fine-Grained Visual Classification.- 
        Yifeng Ding, 
        Zhanyu Ma*, 
        Shaoguo Wen,
        Jiyang Xie,
        Dongliang Chang, 
        Zhongwei Si, 
        Ming Wu, 
        and
        Haibin Ling
       - 
        - IEEE Transactions on Image Processing, 2021.  
 
 
 
 
 
   
 
 
    
      
2020
    
    
      
    - 
  
  - 
    - 
      - Fine-Grained Visual Classification via Progressive Multi-Granularity Training of Jigsaw Patches.- 
        Ruoyi Du,
        Dongliang Chang, 
        Ayan Kumar Bhunia,
        Jiyang Xie,
        Yi-Zhe Song, 
        Zhanyu Ma*, 
        and
        Jun Guo
       - 
        - European Conference on Computer Vision, 2020.  
 
 
 
 
 
   
 
 
    
      
2020
    
    
      
    - 
  
  - 
    - 
      - OSLNet: Deep Small-Sample Classification with an Orthogonal Softmax Layer.- 
        Xiaoxu Li, 
        Dongliang Chang, 
        Zhanyu Ma*, 
        Zheng-Hua Tan,
        Jing-Hao Xue,
        Jie Cao, 
        Jingyi Yu, 
        and
        Jun Guo
       - 
        - IEEE Transactions on Image Processing, 2020.  
 
 
 
 
 
   
 
    
      
2020
    
    
      
    - 
  
  - 
    - 
      - The Devil is in the Channels: Mutual-Channel Loss for Fine-Grained Image Classification.- 
        Dongliang Chang, 
        Yifeng Ding, 
        Jiyang Xie, 
        Ayan Kumar Bhunia, 
        Xiaoxu Li, 
        Zhanyu Ma*, 
        Ming Wu, 
        Jun Guo, 
        and
        Yi-Zhe Song
       - 
        - IEEE Transactions on Image Processing, 2020.