My name is Nian Wang (王念). From 2022.03, I work as a PhD candidate at Xi’an Research Institute of High-tech, Xi’an, Shaanxi, China.

My researches focus on machine Learning (deep Learning) and its applications to image (video) processing, computer vision and data mining. My current interests include image (video) restoration, data clustering (classification) and object recognition (tracking). I have published 20+ papers related to above topics on some international conferences and journals.

Now I am severing as a reviewer for IEEE TIP, TFS, TNNLS, TMM, TCSVT, TGRS, TITS, TCE, TETCI, TASE, TCI, and Elsevier journals Pattern Recognition, Knowledge-Based Systems etc.

For academic exchange or cooperation, please feel free to email me at nianwang04@outlook.com.

📝 Publications

2025

  • Target-Distractor Aware UAV Tracking via Global Agent, Yuanliang Xue, Guodong Jin, Tao Shen, Lining Tan, Nian Wang, Jing Gao, Lianfeng Wang, IEEE Transactions on Intelligent Transportation Systems. 中科院1区 JCR1区 Code here
  • When Schrödinger Bridge Meets Real-World Image Dehazing with Unpaired Training, Yunwei Lan, Zhigao Cui, Xin Luo, Chang Liu, Nian Wang, Menglin Zhang, Yanzhao Su, Dong Liu, ICCV 2025. CCF A类会议 Code here
  • Weakly Supervised Image Dehazing via Physics-Based Decomposition, Nian Wang, Zhigao Cui, Yanzhao Su, Yunwei Lan, Yuanliang Xue, Cong Zhang, Aihua Li, IEEE Transactions on Circuits and Systems for Video Technology. 中科院1区 JCR1区 Code here
  • Multi-view Clustering Based on Doubly Stochastic Graph, Nian Wang, Zhigao Cui, Aihua Li, Rong Wang and Feiping Nie, Signal Processing.
    中科院2区 JCR1区 Code here
  • Large-Scale Hyperspectral Image-Projected Clustering via Doubly Stochastic Graph Learning, Nian Wang, Zhigao Cui, Yunwei Lan, Cong Zhang, Yuanliang Xue, Yanzhao Su, Aihua Li, Remote Sensing. 中科院2区 JCR1区 Code here
  • Multi-order Graph based Clustering Via Dynamical Low Rank Tensor Approximation, Nian Wang, Zhigao Cui, Aihua Li, Yuanliang Xue, Rong Wang, Feiping Nie, Neurocomputing. 中科院2区 JCR1区 Code here
  • Exploiting Diffusion Prior for Real-World Image Dehazing with Unpaired Training, Yunwei Lan, Zhigao Cui, Chang Liu, Jialun Peng, Nian Wang, Xin Luo, Dong Liu, AAAI 2025. CCF A类会议 Code here
  • Real Scene Single Image Dehazing Network with Multi-Prior Guidance and Domain Transfer, Yanzhao Su, Nian Wang, Zhigao Cui, Yanping Cai, Chuan He, Aihua Li, IEEE Transactions on Multimedia. 中科院1区 JCR1区 Code here
  • Structured Doubly Stochastic Graph-Based Clustering, Nian Wang, Zhigao Cui, Aihua Li, Yihang Lu, Rong Wang and Feiping Nie, IEEE Transactions on Neural Networks and Learning Systems. 中科院1区 JCR1区 🏆 ESI 高被引论文 Code here

2024

  • Capsule Attention Network for Hyperspectral Image Classification, Nian Wang, Aitao Yang, Zhigao Cui, Yao Ding, Yuanliang Xue, Yanzhao Su, Remote Sensing. 中科院2区 JCR1区 Code here
  • Handling occlusion in uav visual tracking with query-guided redetection, Yuanliang Xue, Tao Shen, Guodong Jin, Lining Tan, Nian Wang, Lianfeng Wang, Jing Gao, IEEE Transactions on Instrumentation and Measurement. 中科院2区 JCR1区 Code here
  • Consistent Representation Mining for Multi-Drone Single Object Tracking, Yuanliang Xue, Guodong Jin, Tao Shen, Lining Tan, Nian Wang, Jing Gao, Lianfeng Wang, IEEE Transactions on Circuits and Systems for Video Technology. 中科院1区 JCR1区 🏆 ESI 高被引论文 Code here

2023

  • Smalltrack: Wavelet pooling and graph enhanced classification for uav small object tracking, Yuanliang Xue, Guodong Jin, Tao Shen, Lining Tan, Nian Wang, Jing Gao, Lianfeng Wang, IEEE Transactions on Geoscience and Remote Sensing. 中科院1区 JCR1区 🏆 ESI 高被引论文 Code here
  • Physical model and image translation fused network for single-image dehazing, Yan Zhao Su, Chuan He, Zhi Gao Cui, Ai Hua Li, Nian Wang, Pattern Recognition. 中科院1区 JCR1区 Code here

🎖 Honors and Awards

  • 2022.12 excellent master dissertation from the China Ordnance Industry Society.

📖 Educations

  • *2022.03 - now, Doctor, Computer Science, Xi’an Research Institute of High-tech, Xi’an, Shaanxi, China.
  • *2019.09 - 2021.12, Master, Computer Science, Xi’an Research Institute of High-tech, Xi’an, Shaanxi, China.
  • *2015.09 - 2019.06, Bachelor, Computer Science, Xi’an Research Institute of High-tech, Xi’an, Shaanxi, China.