Hailong Ning (宁海龙)

Associate Professor

School of Computer Science and Technology
XI'AN University of Posts and Telecommunications

Email: ninghailong@xupt.edu.cn; ninghailong93@gmail.com
[Google Scholar] [ORCID] [DBLP] [学校主页]

LSFC-Net: Lightweight Spatial-Frequency Collaboration Network with Sparse Interaction for Remote Sensing Change Detection

Qi He, Guangyue Lu, Tao Lei, Hailong Ning*, Wuxia Zhang, and Asoke K Nandi
International Journal of Applied Earth Observation and Geoinformation (JAG), 2026. (SCI一区TOP期刊)
[Paper] [Code]

S2C-Net: SAM2-Based Dual-Domain Feature Reconstruction and Semantic Decoupling for Tiny Remote Sensing Object Counting

Hailong Ning, Haojie Li, Wuxia Zhang, Tao Lei*, Yanping Chen, Xiaopeng Cao, and Asoke K Nandi
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2026. (SCI一区TOP期刊)
[Paper] [Code]

KAN-UG: Kolmogorov–Arnold Network-Based Difference Feature Enhancement Method With Uncertainty Guidance for Change Detection

Shaoxiong Lin, Tao Lei, Hailong Ning, Xingwu Wang, Xuan Wang, Daqi Liu, Maoguo Gong, and Asoke K Nandi
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2026. (SCI一区TOP期刊)
[Paper] [Code]

CoreNet: A Semi-Supervised Change Detection Framework with Correlation-Guided Feature Refinement and Regional-wise Pseudo-label Reassignment

Tao Lei, Fangyu Du, Xingwu Wang, Hailong Ning*, Daqi Liu, Maoguo Gong, and Asoke K. Nandi
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2026. (SCI一区TOP期刊)
[Paper] [Code]

HRTNet: Holistic Registration Theory-Inspired Network for Camouflaged Object Detection

Yueqi Zhao, Hailong Ning*, Zhanxuan Hu, Tao Lei, Qiwei Liu, Ziyi Zhang, Asoke K Nandi
Neurocomputing, 2026. (SCI二区期刊)
[Paper] [Code]

Coordinate-Aware Multiscale Feature Fusion Network for Spacecraft Component Recognition

Wuxia Zhang*, Zhi Li, Hailong Ning*, Huinan Guo, Hua Wang, and Xiaoqiang Lu
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS), 2026. (SCI二区期刊)
[Paper] [Code]

DA2-Net: Integrating SAM2 With Domain Adaption and Difference Aggregation for Remote Sensing Change Detection

Hailong Ning, Qi He, Tao Lei*, Xiaopeng Cao, Wuxia Zhang, Yanping Chen, and Asoke K Nandi
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2025. (SCI一区TOP期刊)
[Paper] [Code]

Classifier Ensemble Based Source-Free Domain Adaptation for Time Series Classification

Ercheng Pei, Wangdong Zhao, Zhanxuan Hu*, Lang He, Hailong Ning, and Haifeng Chen
Knowledge-Based Systems (KBS), 2025. (SCI一区TOP期刊)
[Paper] [Code]

Representation Discrepancy Bridging Method for Remote Sensing Image-Text Retrieval

Hailong Ning, Siying Wang, Tao Lei, Xiaopeng Cao, Huanmin Dou, Bin Zhao, Asoke K Nandi, and Petia Radeva*
Neurocomputing, 2025. (SCI二区)
[Paper] [Code]

From Macro to Micro: A Lightweight Interleaved Network for Remote Sensing Image Change Detection

Yetong Xu, Tao Lei*, Hailong Ning, Shaoxiong Lin, Tongfei Liu, Maoguo Gong, and Asoke K Nandi
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2025. (SCI一区TOP期刊)
[Paper] [Code]

Neural Collapse Inspired Semi-Supervised Learning with Fixed Classifier

Zhanxuan Hu, Yichen Wang, Hailong Ning, Yonghang Tai*, and Feiping Nie
Information Sciences, 2024. (SCI二区)
[Paper] [Code]

Hierarchical Semantic-Guided Contextual Structure-Aware Network for Spectral Satellite Image Dehazing

Lei Yang, Jianzhong Cao, Hua Wang, Sen Dong, and Hailong Ning*
Remote Sensing, 2024. (SCI二区)
[Paper] [Code]

An Ensemble Learning-Enhanced Multitask Learning Method for Continuous Affect Recognition from Facial Images

Ercheng Pei, Zhanxuan Hu*, Lang He, Hailong Ning, and Abel Díaz BerenguerHao Li
Expert Systems with Applications (ESWA), 2024. (SCI一区TOP期刊)
[Paper] [Code]

Mutual-Taught Deep Clustering

Zhanxuan Hu, Yichen Wang, Hailong Ning, Danyang Wu*, and Feiping Nie
Knowledge-Based Systems (KBS), 2023. (SCI一区TOP期刊)
[Paper] [Code]

Cascaded Attention-Induced Difference Representation Learning for Multispectral Change Detection

Wuxia Zhang*, Qinyu Zhang, Hailong Ning, and Xiaoqiang Lu
International Journal of Applied Earth Observation and Geoinformation (JAG), 2023. (SCI一区TOP期刊)
[Paper] [Code]

Lightweight Structure-aware Transformer Network for Remote Sensing Image Change Detection

Tao Lei, Yetong Xu, Hailong Ning*, Zhiyong Lv, Chongdan Min, Yaochu Jin, and Asoke K Nandi
IEEE Geoscience and Remote Sensing Letters, 2023. (SCI三区)
[Paper] [Code]

Ultra-Lightweight Spatial-Spectral Feature Cooperation Network for Change Detection in Remote Sensing Images

Tao Lei, Xinzhe Geng, Hailong Ning*, Zhiyong Lv, Maoguo Gong, Yaochu Jin, and Asoke K. Nandi
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2023. (SCI一区TOP期刊，ESI高被引论文（全球前1%）)
[Paper] [Code]

Scale-wise Interaction Fusion and Knowledge Distillation Network for Aerial Scene Recognition

Hailong Ning, Tao Lei*, Mengyuan An, Sun Hao, Zhanxuan Hu, and Asoke K. Nandi
CAAI Transactions on Intelligence Technology (TRIT), 2023. (SCI一区TOP期刊，国产人工智能期刊全球顶刊前10%)
[Paper] [Code]

Audio-Visual Collaborative Representation Learning for Dynamic Saliency Prediction

Hailong Ning, Bin Zhao*, Zhanxuan Hu, Lang He, and Ercheng Pei
Knowledge-Based Systems (KBS), 2022. (SCI一区TOP期刊)
[Paper] [Code]

Local and Global Feature Learning With Kernel Scale-Adaptive Attention Network for VHR Remote Sensing Change Detection

Tao Lei, Dinghua Xue, Hailong Ning*, Shuangming Yang, Zhiyong Lv, and Asoke K. Nandi
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTAR), 2023. (SCI二区)
[Paper] [Code]

Disentangled Representation Learning for Cross-modal Biometric Matching

Hailong Ning, Xiangtao Zheng*, Xiaoqiang Lu, and Yuan Yuan
IEEE Transactions on Multimedia (TMM), 2022. (SCI一区TOP期刊)
[Paper] [Code]

Difference Enhancement and Spatial-Spectral Non-Local Network for Change Detection in VHR Remote Sensing Images

Tao Lei, Jie Wang, Hailong Ning*, Xingwu Wang, Dinghua Xue, Qi Wang, and Asoke K Nandi
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2021. (SCI一区TOP期刊，ESI高被引论文（全球前1%）)
[Paper] [Code]

Semantics-Consistent Representation Learning for Remote Sensing Image–Noice Retrieval

Hailong Ning, Bin Zhao, and Yuan Yuan*
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2021. (SCI一区TOP期刊)
[Paper] [Code]

Audio Description from Image by Modal Translation Network

Hailong Ning, Xiangtao Zheng*, Yuan Yuan, and Xiaoqiang Lu
Neurocomputing, 2021. (SCI二区)
[Paper] [Code]

Bio-Inspired Representation Learning for Visual Attention Prediction

Yuan Yuan*, Hailong Ning, Xiaoqiang Lu
IEEE Transactions on Cybernetics, (TCYB), 2019. (SCI一区TOP期刊)
[Paper] [Code]