I am currently a tenured associate professor of School of Computer Science, NWPU.

My research interest includes pansharpening, multi-source image fusion and detection, image enhancement and infrared target detection. I have published more than 30 papers at the top international journal and conference.

🔥 News

• 2025.5.1:  🎉🎉 One paper is accepted by ICML 2025. Congrats to Qirui!
• 2025.3.24:  🎉🎉 I enter the tenure track. Many thanks to my team leader, all my collaborators, and all of my students.
• 2025.3.23:  🎉🎉 One paper is accepted by IEEE TIP.
• 2025.2.27:  🎉🎉 Two papers are accepted by CVPR 2025.
• 2024.12.10:  🎉🎉 One paper is accepted by AAAI 2025.
• 2024.11.18:  🎉🎉 Our paper DPT (Dual modality prompt tuning for vision-language pre-trained model) has been selected to ESI highly cited paper!
• 2024.11.02:  🎉🎉 One paper is accepted by IEEE TGRS.
• 2024.09.26:  🎉🎉 One paper is accepted by NeuraIPS 2024.
• 2024.09.09:  🎉🎉 One paper is accepted by IEEE TIP.
• 2024.07.22:  🎉🎉 One paper is accepted by IEEE TGRS.
• 2024.07.12:  🎉🎉 One paper is accepted by IEEE TITS.
• 2024.07.09:  🎉🎉 One paper is accepted by IEEE TMM.
• 2024.07.01:  🎉🎉 One paper is accepted by ECCV.

📝 Publications

2025

• Demystifying Catastrophic Forgetting in Two-Stage Incremental Object Detector. Qirui Wu, Shizhou Zhang, De Cheng, Yinghui Xing, Di Xu, Peng Wang, Yanning Zhang, ICML, 2025.

• Prompt-Based Modality Alignment for Effective Multi-Modal Object Re-Identification. Shizhou Zhang, Wenlong Luo, De Cheng, Yinghui Xing, Guoqiang Liang, Peng Wang, Yanning Zhang, IEEE Transactions on Image Processing, 2025.

• Dual-Granularity Semantic Guided Sparse Routing Diffusion Model for General Pansharpening. Yinghui Xing, Litao Qu, Shizhou Zhang, Di Xu, Yingkun Yang, Yanning Zhang, CVPR, 2025. Code

• Revisting Generative Replay for Class Incremental Object Detection. Shizhou Zhang, Xueqiang Lv, Yinghui Xing^*, Qirui Wu, Di Xu, Yanning Zhang, CVPR, 2025.

• Training Consistent Mixture-of-Experts-Based Prompt Generator for Continual Learning. Yue Lu, Shizhou Zhang, De Cheng, Guoqiang Liang, Yinghui Xing, Nannan Wang, Yanning Zhang, Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2025.

2024

• Dual-Branch Task Residual Enhancement with Parameter-Free Attention for Zero-Shot Multi-label Image Recognition. Shizhou Zhang, Kairui Dang, De Cheng, Yinghui Xing^*, Qirui Wu, Dexuan Kong, Yanning Zhang, International Conference on Pattern Recognition (ICPR), 2024

• SCAFNet: Semantic-Guided Cascade Adaptive Fusion Network for Infrared Small Targets Detection. Shizhou Zhang, Zhang Wang, Yinghui Xing^*, Liangkui Lin, Xiaoting Su, Yanning Zhang, IEEE Transactions on Geoscience and Remote Sensing, 2024.

• Visual Prompt Tuning in Null Space for Continual Learning. Yue Lu, Shizhou Zhang, De Cheng, Yinghui Xing, Nannan Wang, Peng Wang, Yanning Zhang, NeuraIPS, 2024.

• CrossDiff: Exploring Self-Supervised Representation of Pansharpening via Cross-Predictive Diffusion Model. Yinghui Xing, Litao Qu, Shizhou Zhang, Kai Zhang, Yanning Zhang, Lorenzo Bruzzone, IEEE Transactions on Image Processing, 2024. Code

• Frequency-Guided Spatial Adaptation for Camouflaged Object Detection. Shizhou Zhang, Dexuan Kong, Yinghui Xing^*, Yue Lu, Lingyan Ran, Guoqiang Liang, Hexu Wang, Yanning Zhang, IEEE Transactions on Multimedia, 2024.

• MS-DETR: Multispectral Pedestrian Detection Transformer with Loosely Coupled Fusion and Modality-Balanced Optimization. Yinghui Xing, Shuo Yang, Song Wang, Shizhou Zhang, Guoqiang Liang, Xiuwei Zhang, Yanning Zhang, IEEE Transactions on Intelligent Transportation Systems, 2024. Code

• Cross-Platform Video Person ReID: A New Benchmark Dataset and Adaptation Approach. Shizhou Zhang, Wenlong Luo, De Cheng, Qingchun Yang, Lingyan Ran, Yinghui Xing, Yanning Zhang, ECCV, 2024. Code

• DDF: A Novel Dual-Domain Image Fusion Strategy for Remote Sensing Image Semantic Segmentation with Unsupervised Domain Adaptation. Lingyan Ran, Lushuang Wang, Tao Zhuo, Yinghui Xing, Houjun He, Yanning Zhang, IEEE Transactions on Geoscience and Remote Sensing, 2024.

• Empower Generalizability for Pansharpening Through Text-Modulated Diffusion Model. Yinghui Xing, Litao Qu, Shizhou Zhang, Jiapeng Feng, Xiuwei Zhang, Yanning Zhang, IEEE Transactions on Geoscience and Remote Sensing, 2024. Code

• Complementary Fusion Network Based on Frequency Hybrid Attention for Pansharpening. Yinghui Xing, Litao Qu, Kai Zhang, Yan Zhang, Xiuwei Zhang, Yanning Zhang, ICASSP, 2024.

• Improving Reliability of Heterogeneous Change Detection by Sample Synthesis and Knowledge Transfer. Yinghui Xing, Qi Zhang, Lingyan Ran, Xiuwei Zhang, Hanlin Yin, Yanning Zhang, IEEE Transactions on Geoscience and Remote Sensing, 2024. Code

2023

• Text-based person search in full images via semantic-driven proposal generation. Shizhou Zhang, De Cheng, Wenlong Luo, Yinghui Xing, Duo Long, Hao Li, Kai Niu, Guoqiang Liang, Yanning Zhang, ACM MM Workshop Best Paper Award, 2023.

• FastICENet: A real-time and accurate semantic segmentation model for aerial remote sensing river ice image. Xiuwei Zhang, Zixu Zhao, Lingyan Ran, Yinghui Xing, Wenna Wang, Zeze Lan, Hanlin Yin, Houjun He, Qixing Liu, Baosen Zhang, Yanning Zhang, Signal Processing, 2023.

• Automatic Network Architecture Search for RGB-D Semantic Segmentation. Wenna Wang, Tao Zhuo, Xiuwei Zhang, Mingjun Sun, Hanlin Yin, Yinghui Xing, Yanning Zhang, ACM MM, 2023.

• Ground-to-aerial person search: Benchmark dataset and approach. Shizhou Zhang, Qingchun Yang, De Cheng, Yinghui Xing, Guoqiang Liang, Peng Wang, Yanning Zhang, ACM MM, 2023. Code

• SSML-QNet: scale-separative metric learning quadruplet network for multi-modal image patch matching. Xiuwei Zhang, Yi Sun, Yamin Han, Yanping Li, Hanlin Yin, Yinghui Xing, Yanning Zhang, IJCAI, 2023.

• Progressive modality-alignment for unsupervised heterogeneous change detection. Yinghui Xing, Qi Zhang, Lingyan Ran, Xiuwei Zhang, Hanlin Yin, Yanning Zhang, IEEE Transactions on Geoscience and Remote Sensing, 2023.

• Dual modality prompt tuning for vision-language pre-trained model. Yinghui Xing, Qirui Wu, De Cheng, Shizhou Zhang, Guoqiang Liang, Peng Wang, Yanning Zhang, IEEE Transactions on Multimedia, 2023. Code

• Runoff predictions in new-gauged basins using two transformer-based models. Hanlin Yin, Wu Zhu, Xiuwei Zhang, Yinghui Xing, Runliang Xia, Jifeng Liu, Yanning Zhang, Journal of Hydrology, 2023.

• AugFCOS: Augmented fully convolutional one-stage object detection network. Xiuwei Zhang, Wei Guo, Yinghui Xing, Wenna Wang, Hanlin Yin, Yanning Zhang, Pattern Recognition, 2023.

• ADHR-CDNet: Attentive differential high-resolution change detection network for remote sensing images. Xiuwei Zhang, Mu Tian, Yinghui Xing, Yuanzeng Yue, Yanping Li, Hanlin Yin, Runliang Xia, Jin Jin, Yanning Zhang, IEEE Transactions on Geoscience and Remote Sensing, 2023. Code

2022

• Learning spectral cues for multispectral and panchromatic image fusion. Yinghui Xing, Shuyuan Yang, Yan Zhang, Yanning Zhang, IEEE Transactions on Image Processing, 2022.

• Pansharpening via frequency-aware fusion network with explicit similarity constraints. Yinghui Xing, Yan Zhang, Houjun He, Xiuwei Zhang, Yanning Zhang, IEEE Transactions on Geoscience and Remote Sensing, 2022. Code

• Wavefusion: Wavelet assistant fusion model for pan-sharpening. Yinghui Xing, Yan Zhang, Yanning Zhang, IGARSS, 2022.

• ZeRGAN: Zero-reference GAN for fusion of multispectral and panchromatic images. Wenxiu Diao, Feng Zhang, Jiande Sun, Yinghui Xing, Kai Zhang, Lorenzo Bruzzone, IEEE Transactions on Neural Networks and Learning Systems, 2022.

• Dual-collaborative fusion model for multispectral and panchromatic image fusion. Yinghui Xing, Shuyuan Yang, Zhixi Feng, Licheng Jiao, IEEE Transactions on Geoscience and Remote Sensing, 2022.

2021 and before

• SSA-Net: Spatial scale attention network for image-based geo-localization. Xiuwei Zhang, Xiangchuang Meng, Hanlin Yin, Yixin Wang, Yuanzeng Yue, Yinghui Xing, Yanning Zhang, IEEE Geoscience and Remote Sensing Letters, 2021.

• Hyperspectral and Multispectral Image Fusion via Variational Tensor Subspace Decomposition. Yinghui Xing, Yan Zhang, Shuyuan Yang, Yanning Zhang, IEEE Geoscience and Remote Sensing Letters, 2021.

• Exploiting low-rank and sparse properties in strided convolution matrix for pansharpening. Feng Zhang, Haoran Zhang, Kai Zhang, Yinghui Xing, Jiande Sun, Quanyuan Wu, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2021.

• Pan-sharpening via deep metric learning. Yinghui Xing, Min Wang, Shuyuan Yang, Licheng Jiao, ISPRS Journal of Photogrammetry and Remote Sensing, 2018.

• Pansharpening with multiscale geometric support tensor machine. Yinghui Xing, Min Wang, Shuyuan Yang, Kai Zhang, IEEE Transactions on Geoscience and Remote Sensing, 2018.

• Fusion of panchromatic and multispectral images via coupled sparse non-negative matrix factorization. Kai Zhang, Min Wang, Shuyuan Yang, Yinghui Xing, Rong Qu, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2016.

🎖 Honors and Awards

• 2023.05 I was selected for the Youth Talent Support Program of the Xi’an Association for Science and Technology.
• 2022.07 One paper was selected as a ESI highly cited paper.

📖 Educations

• 2020.07 - now, School of Computer Science, Northwestern Polytechnical University.
• 2014.09 - 2020.06, School of Artifical Intelligence, Xidian University.
• 2010.09 - 2014.06, School of Electronic Engineering, Xidian University.