About me

I am a 5nd-year Ph.D student, supervised by Prof. Hongtao Xie and Prof. Yongdong Zhang in NEL-BITA and IMCC, University of Science and Technology of China. Before that, I graduated from Hefei University of Technology with a B.Eng. degree. In 2021, I focused on metric learning research at Kuaishou with the guidance of my mentor Dr. Lei Zhang. Currently, I am a research intern at TongYi Lab, Alibaba, working under Liming Zhao, Chen-Wei Xie and Deli Zhao. My research interests include video understanding and multi-modal learning.

Publications

2023

• MomentDiff: Generative Video Moment Retrieval from Random to Real. [arXiv] [code]
  Pandeng Li, Chen-Wei Xie, Hongtao Xie, Liming Zhao, Lei Zhang, Yun Zheng, Deli Zhao, Yongdong Zhang.
  Conference on Neural Information Processing Systems (NeurIPS 2023)

• Progressive Spatio-Temporal Prototype Matching for Text-Video Retrieval. [paper] [supp] [code]
  Pandeng Li, Chen-Wei Xie, Liming Zhao, Hongtao Xie, Jiannan Ge, Yun Zheng, Deli Zhao, Yongdong Zhang.
  International Conference on Computer Vision (ICCV 2023) (Oral Presentation, 2%)

• Balanced Classification: A Unified Framework for Long-Tailed Object Detection. [paper] [code]
  Tianhao Qi, Hongtao Xie, Pandeng Li, Jiannan Ge, Yongdong Zhang.
  IEEE Transactions on Multimedia (TMM 2023)

2022

• Dual-Stream Knowledge-Preserving Hashing for Unsupervised Video Retrieval. [paper] [code]
  Pandeng Li, Hongtao Xie, Jiannan Ge, Lei Zhang, Shaobo Min, Yongdong Zhang.
  European Conference on Computer Vision (ECCV 2022)

• Neighborhood-Adaptive Structure Augmented Metric Learning. [paper] [code]
  Pandeng Li, Yan Li, Hongtao Xie, Lei Zhang.
  Association for the Advancement of Artificial Intelligence (AAAI 2022) (Oral Presentation, 4.5%)

• Deep Fourier Ranking Quantization for Semi-supervised Image Retrieval. [paper] [code]
  Pandeng Li, Hongtao Xie, Shaobo Min, Jiannan Ge, Xun Chen, Yongdong Zhang.
  IEEE Transactions on Image Processing (TIP 2022) (SCI一区，IF=10.6)

• Online Residual Quantization Via Streaming Data Correlation Preserving. [paper]
  Pandeng Li, Hongtao Xie, Shaobo Min, Zheng-Jun Zha, Yongdong Zhang.
  IEEE Transactions on Multimedia (TMM 2022) (SCI一区，IF=7.3)

• Neighborhood-Adaptive Multi-cluster Ranking for Deep Metric Learning. [paper]
  Pandeng Li, Hongtao Xie, Yan Jiang, Jiannan Ge, Yongdong Zhang.
  IEEE Transactions on Circuits and Systems for Video Technology (TCSVT 2022) (SCI一区，IF=8.4)

• Dual Part Discovery Network for Zero-Shot Learning. [paper]
  Jiannan Ge, Hongtao Xie, Shaobo Min, Pandeng Li, Yongdong Zhang.
  ACM Multimedia (ACM-MM 2022) (Oral Presentation)

Awards

• 2022/09 National Scholarships, USTC
• 2022/11 Excellent Award at the 2nd Postgraduate Academic Forum of Journal of Image and Graphics
• 2023/12 The third prize (¥ 40,000) at The 2nd Guangdong-Hong Kong-Macao International Algorithm Competition