Research Interests

  1. Multimodal Large Language Models
  2. Embodied Intelligence
  3. Information Retrieval

Selected Publications

Google Citation

  • Wenjie An, Chenyang Wang, Junjun Jiang, Kui Jiang, Xianming Liu, Liqiang Nie. A Natural Language Guided Approach for Blind Face Restoration: Methodology and Dataset. In IEEE T-PAMI 2026, CCF A, Journal.
  • Shuo Yang, Yancheng Long, Yujie Wei, Zeke Xie, Hongxun Yao, Min Xu, Liqiang Nie. Noisy Correspondence Rectification in Multimodal Clustering Space for Cross-Modal Matching. In IEEE T-PAMI 2026, CCF A, Journal.
  • Gang Wu, Junjun Jiang, Kui Jiang, Xianming Liu, Liqiang Nie. Beyond Degradation Redundancy: Contrastive Prompt Learning for All-in-One Image Restoration. In IEEE T-PAMI 2026, CCF A, Journal.
  • Xiao Wang, Jianlong Wu, Zijia Lin, Fuzheng Zhang, Di Zhang, Liqiang Nie. Video DataFlywheel: Resolving the Impossible Data Trinity in Video-Language Understanding. In IEEE T-PAMI 2025, CCF A, Journal.
  • Gang Wu, Junjun Jiang, Kui Jiang, Xianming Liu, Liqiang Nie. DSwinIR: Rethinking Window-Based Attention for Image Restoration. In IEEE T-PAMI 2025, CCF A, Journal.
  • Jiaqi Zhao, Chao Zeng, Ming Wang, Linxuan Han, Yuzhang Shang, Miao Zhang, Liqiang Nie. LRQuant+: A Unified and Learnable Framework to Post-Training Quantization for Transformer-Based Large Foundation Models. In IEEE T-PAMI 2025, CCF A, Journal.
  • Jiayang Li, Chengjie Jiang, Junjun Jiang, Pengwei Liang, Jiayi Ma, Liqiang Nie. Towards Unified Semantic and Controllable Image Fusion: A Diffusion Transformer Approach. In IEEE T-PAMI 2025, CCF A, Journal.
  • Mengzhao Jia, Yinwei Wei, Xuemeng Song, Teng Sun, Min Zhang, Liqiang Nie. Query-Oriented Micro-Video Summarization. In IEEE T-PAMI 2024, CCF A, Journal.
  • Haokun Wen, Xuemeng Song, Jianhua Yin, Jianlong Wu, Weili Guan, Liqiang Nie. Self-Training Boosted Multi-Factor Matching Network for Composed Image Retrieval. In IEEE T-PAMI 2023, CCF A, Journal.
  • Haoyu Zhang, Meng Liu, Yuhong Li, Ming Yan, Zan Gao, Xiaojun Chang, Liqiang Nie. Attribute-Guided Collaborative Learning for Partial Person Re-Identification. In IEEE T-PAMI 2023, CCF A, Journal.