Fine-Grained Visual Classification via Progressive Multi-granularity Training of Jigsaw Patches. - Ruoyi Du; Dongliang Chang; Ayan Kumar Bhunia; Jiyang Xie 001; Zhanyu Ma; Yi-Zhe Song; Jun Guo 002 (ECCV (20), 2020)

Knowledge Transfer Based Fine-Grained Visual Classification. - Siqing Zhang 001; Ruoyi Du; Dongliang Chang; Zhanyu Ma; Jun Guo 002 (ICME, 2021)

Fine-Grained Visual Classification via Simultaneously Learning of Multi-regional Multi-grained Features. - Dongliang Chang; Yixiao Zheng; Zhanyu Ma; Ruoyi Du; Kongming Liang (CoRR, 2021)

Making a Bird AI Expert Work for You and Me. - Dongliang Chang; Kaiyue Pang; Ruoyi Du; Zhanyu Ma; Yi-Zhe Song; Jun Guo 002 (CoRR, 2021)

Clue Me In: Semi-Supervised FGVC with Out-of-Distribution Data. - Ruoyi Du; Dongliang Chang; Zhanyu Ma; Yi-Zhe Song; Jun Guo 002 (CoRR, 2021)

Deep Learning-Based Computer Vision for Surveillance in ITS: Evaluation of State-of-the-Art Methods. - Jiyang Xie 001; Yixiao Zheng; Ruoyi Du; Weiyu Xiong; Yufei Cao; Zhanyu Ma; Dongpu Cao; Jun Guo 002 (IEEE Trans. Veh. Technol., 2021)

Learning Invariant Visual Representations for Compositional Zero-Shot Learning. - Tian Zhang; Kongming Liang; Ruoyi Du; Xian Sun; Zhanyu Ma; Jun Guo 002 (ECCV (24), 2022)

Domain Generalization via Frequency-domain-based Feature Disentanglement and Interaction. - Jingye Wang; Ruoyi Du; Dongliang Chang; Kongming Liang; Zhanyu Ma (ACM Multimedia, 2022)

Complex Scenario-Oriented Fine-Grained Visual Classification Platform. - Dongliang Chang; Junhan Chen; Xinran Wang; Ruoyi Du; Wenqing Yu; Yufan Liu; Yujun Tong; Kongming Liang; Yi-Zhe Song; Zhanyu Ma (MMSP, 2022)

Multi-modal Human-machine Conversation System for Real Physical World. - Yitao Chen; Shibo Nie; Mandan Guan; Jie Wang; Ruoyi Du; Dongliang Chang; Kongming Liang; Zhanyu Ma (MMSP, 2022)

Cross-Layer Feature based Multi-Granularity Visual Classification. - Junhan Chen; Dongliang Chang; Jiyang Xie 001; Ruoyi Du; Zhanyu Ma (VCIP, 2022)

Domain Generalization via Frequency-based Feature Disentanglement and Interaction. - Jingye Wang; Ruoyi Du; Dongliang Chang; Zhanyu Ma (CoRR, 2022)

Caption Feature Space Regularization for Audio Captioning. - Yiming Zhang 025; Hong Yu 006; Ruoyi Du; Zhanyu Ma; Yuan Dong (CoRR, 2022)

Multi-View Active Fine-Grained Recognition. - Ruoyi Du; Wenqing Yu; Heqing Wang; Dongliang Chang; Ting-En Lin; Yongbin Li; Zhanyu Ma (CoRR, 2022)

Progressive Learning of Category-Consistent Multi-Granularity Features for Fine-Grained Visual Classification. - Ruoyi Du; Jiyang Xie 001; Zhanyu Ma; Dongliang Chang; Yi-Zhe Song; Jun Guo 002 (IEEE Trans. Pattern Anal. Mach. Intell., 2022)

Learning Calibrated Class Centers for Few-Shot Classification by Pair-Wise Similarity. - Yurong Guo; Ruoyi Du; Xiaoxu Li; Jiyang Xie 001; Zhanyu Ma; Yuan Dong (IEEE Trans. Image Process., 2022)

An Erudite Fine-Grained Visual Classification Model. - Dongliang Chang; Yujun Tong; Ruoyi Du; Timothy M. Hospedales; Yi-Zhe Song; Zhanyu Ma (CVPR, 2023)

On-the-Fly Category Discovery. - Ruoyi Du; Dongliang Chang; Kongming Liang; Timothy M. Hospedales; Yi-Zhe Song; Zhanyu Ma (CVPR, 2023)

Multi-View Active Fine-Grained Visual Recognition. - Ruoyi Du; Wenqing Yu; Heqing Wang; Ting-En Lin; Dongliang Chang; Zhanyu Ma (ICCV, 2023)

Task-aware Adaptive Learning for Cross-domain Few-shot Learning. - Yurong Guo; Ruoyi Du; Yuan Dong; Timothy M. Hospedales; Yi-Zhe Song; Zhanyu Ma (ICCV, 2023)

Self-Enhanced Training Framework for Referring Expression Grounding. - Yitao Chen; Ruoyi Du; Kongming Liang; Zhanyu Ma (ICIP, 2023)

Plugging Stylized Controls in Open-Stylized Image Captioning. - Jie Wang; Yixiao Zheng; Ruoyi Du; Yiming Zhang 025; Kongming Liang; Zhanyu Ma (PRCV (1), 2023)

Image Generation Based Intra-class Variance Smoothing for Fine-Grained Visual Classification. - Zihan Yan; Ruoyi Du; Kongming Liang; Tao Wei; Wei Chen 071; Zhanyu Ma (PRCV (6), 2023)

ACTUAL: Audio Captioning With Caption Feature Space Regularization. - Yiming Zhang 025; Hong Yu 006; Ruoyi Du; Zheng-Hua Tan; Wenwu Wang 001; Zhanyu Ma; Yuan Dong (IEEE ACM Trans. Audio Speech Lang. Process., 2023)

Making a Bird AI Expert Work for You and Me. - Dongliang Chang; Kaiyue Pang; Ruoyi Du; Yujun Tong; Yi-Zhe Song; Zhanyu Ma; Jun Guo 002 (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

DemoFusion: Democratising High-Resolution Image Generation With No $$$. - Ruoyi Du; Dongliang Chang; Timothy M. Hospedales; Yi-Zhe Song; Zhanyu Ma (CVPR, 2024)

Lumina-Next : Making Lumina-T2X Stronger and Faster with Next-DiT. - Le Zhuo; Ruoyi Du; Han Xiao 010; Yangguang Li 001; Dongyang Liu; Rongjie Huang 001; Wenze Liu; Xiangyang Zhu; Fu-Yun Wang; Zhanyu Ma; Xu Luo; Zehan Wang 001; et al. (NeurIPS, 2024)

Lumina-T2X: Transforming Text into Any Modality, Resolution, and Duration via Flow-based Large Diffusion Transformers. - Peng Gao 007; Le Zhuo; Dongyang Liu; Ruoyi Du; Xu Luo; Longtian Qiu; Yuhang Zhang; Chen Lin; Rongjie Huang 001; Shijie Geng; Renrui Zhang; Junlin Xi; et al. (CoRR, 2024)

Zero-Shot Audio Captioning Using Soft and Hard Prompts. - Yiming Zhang 025; Xuenan Xu; Ruoyi Du; Haohe Liu; Yuan Dong; Zheng-Hua Tan; Wenwu Wang 001; Zhanyu Ma (CoRR, 2024)

Lumina-Next: Making Lumina-T2X Stronger and Faster with Next-DiT. - Le Zhuo; Ruoyi Du; Han Xiao 010; Yangguang Li 001; Dongyang Liu; Rongjie Huang 001; Wenze Liu; Lirui Zhao; Fu-Yun Wang; Zhanyu Ma; Xu Luo; Zehan Wang 001; et al. (CoRR, 2024)

I-Max: Maximize the Resolution Potential of Pre-trained Rectified Flow Transformers with Projected Flow. - Ruoyi Du; Dongyang Liu; Le Zhuo; Qin Qi; Hongsheng Li 001; Zhanyu Ma; Peng Gao 007 (CoRR, 2024)

Generating Accurate and Diverse Audio Captions Through Variational Autoencoder Framework. - Yiming Zhang 025; Ruoyi Du; Zheng-Hua Tan; Wenwu Wang 001; Zhanyu Ma (IEEE Signal Process. Lett., 2024)

Semi-Supervised Learning for FGVC With Out-of-Category Data. - Ruoyi Du; Dongliang Chang; Zhanyu Ma; Kongming Liang; Yi-Zhe Song; Jun Guo 002 (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

Lumina-T2X: Scalable Flow-based Large Diffusion Transformer for Flexible Resolution Generation. - Peng Gao 007; Le Zhuo; Dongyang Liu; Ruoyi Du; Xu Luo; Longtian Qiu; Yuhang Zhang; Rongjie Huang 001; Shijie Geng; Renrui Zhang; Junlin Xie; Wenqi Shao; et al. (ICLR, 2025)

IMAGINE-E: Image Generation Intelligence Evaluation of State-of-the-art Text-to-Image Models. - Jiayi Lei; Renrui Zhang; Xiangfei Hu; Weifeng Lin; Zhen Li 026; Wenjian Sun; Ruoyi Du; Le Zhuo; Zhongyu Li 002; Xinyue Li 001; Shitian Zhao; Ziyu Guo; et al. (CoRR, 2025)

Understanding Episode Hardness in Few-Shot Learning. - Yurong Guo; Ruoyi Du; Aneeshan Sain; Kongming Liang; Yuan Dong; Yi-Zhe Song; Zhanyu Ma (IEEE Trans. Pattern Anal. Mach. Intell., 2025)

Disentangling Before Composing: Learning Invariant Disentangled Features for Compositional Zero-Shot Learning. - Tian Zhang; Kongming Liang; Ruoyi Du; Wei Chen 071; Zhanyu Ma (IEEE Trans. Pattern Anal. Mach. Intell., 2025)

Lumina-Image 2.0: A Unified and Efficient Image Generative Framework. - Qi Qin; Le Zhuo; Yi Xin 003; Ruoyi Du; Zhen Li 026; Bin Fu; Yiting Lu; Jiakang Yuan; Xinyue Li 001; Dongyang Liu; Xiangyang Zhu; Manyuan Zhang; et al. (CoRR, 2025)

VisualCloze: A Universal Image Generation Framework via Visual In-Context Learning. - Zhong-Yu Li 006; Ruoyi Du; Juncheng Yan; Le Zhuo; Zhen Li 026; Peng Gao 007; Zhanyu Ma; Ming-Ming Cheng (CoRR, 2025)

OneVAE: Joint Discrete and Continuous Optimization Helps Discrete Video VAE Train Better. - Yupeng Zhou; Zhen Li; Ziheng Ouyang; Yuming Chen; Ruoyi Du; Daquan Zhou; Bin Fu; Yihao Liu; Peng Gao 007; Ming-Ming Cheng; Qibin Hou (CoRR, 2025)

Adaptive Multi-Resolution Feature Fusion for Fine-Grained Visual Classification. - Yuqi Yang; Dongliang Chang; Ruoyi Du; Yi-Zhe Song; Zhanyu Ma (IEEE Trans. Circuits Syst. Video Technol., 2025)