2017.3-2022.12，西北工业大学，计算机科学与技术，博士；
2011.9-2014.7，西安建筑科技大学，计算机技术，硕士；
2007.9-2011.7，西安工程大学，计算机科学与技术，学士。

2014.07-2017.03 陕西中医药大学 科员/助教；
2023.9-2024.7，电子科技大学，计算机科学与工程学院，访问学者；
2023.3-至今，西安建筑科技大学，信息与控制工程学院，副教授。

计算机新技术， Web技术与应用， 系统设计与实现

(1)国家自然科学基金面上项目，62576267，面向家庭化医疗环境的婴儿脑电感知机制与识别范式研究，2026.01-2029.12，主持；
(2)咸阳市重大科技创新专项计划，L2025-ZDKJ-ZDGG-ZYRGZN-002，数字化四诊信息多模态中医辅助诊断模型研究，2025.11-2029.01，主持；
(3)先进越野系统技术全国重点实验室开放基金项目，复杂环境下多模态数据融合的增强目视方法研究，2025.10-2026.10，参与；
(4)JKW基础加强领域基金重点项目子课题，新型XXX显控系统，2025.08-2025.12，主持；
(5)咸阳市重大科技创新专项计划课题，L2024-ZDKJ-ZDGG-GY-0010，脑电-视频交互感知范式高效驱动的婴儿早期视频脑电监测技术研究与应用，2024.09-2027.02，主持；
(6)JKWGF科技创新特区项目子课题，分布式XXX系统仿真与可视化，2024.08-2024.12，主持；
(7)陕西省一般项目（面上），2024JC-YBMS-464，面向大规模图拓扑结构的轻量化图表示学习方法研究，2024.01-2025.12，主持；
(8)国家重点基础研究发展计划项目，2017YFC0804103，矿井水害智能监测预警技术与装备，2017.07-2020.12，参与。

详情请查询学术主页： https://scholar.google.com/citations?user=tkTl3BMAAAAJ&hl=en
[1]Wei Dong, Dawei Yan, and Peng Wang. "Self-supervised node representation learning via node-to-neighbourhood alignment." IEEE Transactions on Pattern Analysis and Machine Intelligence 46, no. 6 (2024): 4218-4233. (TPAMI, CCF-A, SCI一区)
[2]Wei Dong, Yuan Sun, Yiting Yang, Xing Zhang, Zhijun Lin, Qingsen Yan, Haokui Zhang, Peng Wang, Yang Yang, and Heng Tao Shen. "Efficient adaptation of pre-trained vision transformer via householder transformation." Advances in Neural Information Processing Systems. 2024. (NeurIPS, CCF-A)
[3]Wei Dong, Xing Zhang, Bihui Chen, Dawei Yan, Zhijun Lin, Qingsen Yan, Peng Wang, and Yang Yang. "Low-rank rescaled vision transformer fine-tuning: A residual design approach." In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp. 16101-16110. 2024. (CVPR, CCF-A)
[4]Wei Dong, Dawei Yan, Zhijun Lin, and Peng Wang. "Efficient adaptation of large vision transformer via adapter re-composing." Advances in Neural Information Processing Systems 36 (2023): 52548-52567. (NeurIPS, CCF-A)
[5]Wei Dong, Junsheng Wu, Yi Luo, Zongyuan Ge, and Peng Wang. "Node representation learning in graph via node-to-neighbourhood mutual information maximization." In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp. 16620-16629. 2022. (CVPR, CCF-A)
[6]Wei Dong, Marcin Woźniak, Junsheng Wu, Weigang Li, and Zongwen Bai. "Denoising aggregation of graph neural networks by using principal component analysis." IEEE Transactions on Industrial Informatics 19, no. 3 (2022): 2385-2394. (TII, CAA-A, SCI一区)
[7]Wei Dong, Junsheng Wu, Xinwan Zhang, Zongwen Bai, Peng Wang, and Marcin Woźniak. "Improving performance and efficiency of graph neural networks by injective aggregation." Knowledge-Based Systems 254 (2022): 109616. (KBS, SCI一区)
[8]Wei Dong, Junsheng Wu, Zongwen Bai, Yaoqi Hu, Weigang Li, Wei Qiao, and Marcin Woźniak. "MobileGCN applied to low-dimensional node feature learning." Pattern Recognition 112 (2021): 107788. (PR, SCI一区)
[9]Wei Dong, Junsheng Wu, Zongwen Bai, Weigang Li, and Wei Qiao. "Design of affinity-aware encoding by embedding graph centrality for graph classification." Neurocomputing 387 (2020): 321-333. (SCI二区)
[10]Yiting Yang, Hao Luo, Yuan Sun, Qingsen Yan, Haokui Zhang, Wei Dong*, Guoqing Wang, Peng Wang, Yang Yang, and Hengtao Shen. "Efficient adaptation of pre-trained vision transformer underpinned by approximately orthogonal fine-tuning strategy." In Proceedings of the IEEE/CVF International Conference on Computer Vision, pp. 4878-4887. 2025. (ICCV, CCF-A)
[11]Luo, Hao, Yiting Yang, Wenyi Zhao, Man Jiang, Zhijun Lin, Ghulam Mohiuddin, Ting Jiang, Wei Dong* et al. "Group-Shared Low-Rank Approximation for Mobile-Efficient Pointwise Convolutions in Large-Kernel CNNs." The Annual International Conference on Mobile Computing and Networking. 2026. (MobiCom, CCF-A)
[12]Xiang Zhang, Qiang Zhu, Tao Hu, Song Guo, Genqing Bian, Wei Dong*, Rao Hong et al. "Joint high-resolution feature learning and vessel-shape aware convolutions for efficient vessel segmentation." Computers in Biology and Medicine 191 (2025): 109982. (SCI一区)
[13]Xiang Zhang, Dawei Yan, Genqing Bian, Chengzhe Lu, Sifei Wang, Qingsen Yan, and Wei Dong*. "Real-time portrait image retouching extended from DualBLN." Expert Systems with Applications 238 (2024): 121958. (ESWA, SCI一区)
[14]Qingsen Yan, Axi Niu, Chaoqun Wang, Wei Dong*, Marcin Woźniak, and Yanning Zhang. "KGSR: A kernel guided network for real-world blind super-resolution." Pattern Recognition 147 (2024): 110095. (PR, SCI一区)
[15]Xing Zhang, Yuhan Mei, Ye Na, Xia Ling Lin, Genqing Bian, Qingsen Yan, Chen Ai, Zhou Li, and Wei Dong*. "Click-level supervision for online action detection extended from SCOAD." Future Generation Computer Systems 166 (2025): 107668. (FGCS, SCI一区)
[16]Zhijie Li, Jiahui Zhang, Yingjie Zhang, Dawei Yan, Xing Zhang, Marcin Woźniak, and Wei Dong*. "FSDN-DETR: Enhancing Fuzzy Systems Adapter with DeNoising Anchor Boxes for Transfer Learning in Small Object Detection." Mathematics 13, no. 2 (2025): 287.
[17]Ying Li, Junsheng Wu, Weigang Li, Aiqing Fang, and Wei Dong*. "Temporal–spatial dynamic convolutional neural network for human activity recognition using wearable sensors." IEEE Transactions on Instrumentation and Measurement 72 (2023): 1-12.
[18]Na Ye, Xing Zhang, Dawei Yan, Wei Dong*, and Qingsen Yan. "Scoad: Single-frame click supervision for online action detection." In Proceedings of the Asian conference on computer vision, pp. 2156-2171. 2022.
[19]Xiang Zhang, Chengzhe Lu, Dawei Yan, Wei Dong*, and Qingsen Yan. "Dualbln: Dual branch lut-aware network for real-time image retouching." In Proceedings of the Asian Conference on Computer Vision, pp. 2139-2155. 2022.
[20]Zhijie Li, Yingjie Zhang, Chaoqun Wang, Yuan Sun, Dawei Yan, Tianyu Wang, Marcin Woźniak, and Wei Dong*. "SUNet: A Semantic-Driven Framework for Universal Image Enhancement." In 2025 International Joint Conference on Neural Networks (IJCNN), pp. 1-8. IEEE, 2025.
[21]Qingsen Yan, Yixu Feng, Cheng Zhang, Guansong Pang, Kangbiao Shi, Peng Wu, Wei Dong, Jinqiu Sun, and Yanning Zhang. "Hvi: A new color space for low-light image enhancement." In Proceedings of the computer vision and pattern recognition conference, pp. 5678-5687. 2025. (CVPR, CCF-A)
[22]Tao Hu, Longyao Wu, Wei Dong, Peng Wu, Jinqiu Sun, Xiaogang Xu, Qingsen Yan, and Yanning Zhang. "Boosting HDR image reconstruction via semantic knowledge transfer." IEEE Transactions on Image Processing (2026). (TIP, CCF-A, SCI一区)
[23]Zhijie Li, Jiao Wang, Xinyu Wang, Changhua Li, Wei Dong, Shengjun Xu, and Yuan Gao. "DRFormer: Dynamic Recursively-aware Transformer for Urban Watershed Segmentation." IEEE Transactions on Geoscience and Remote Sensing (2025).
[24]Dawei Yan, Pengcheng Li, Yang Li, Hao Chen, Qingguo Chen, Weihua Luo, Wei Dong, Qingsen Yan, Haokui Zhang, and Chunhua Shen. "TG-LLaVA: Text Guided LLaVA via Learnable Latent Embeddings." The 39th Annual AAAI Conference on Artificial Intelligence. 2024. (AAAI, CCF-A)
[25]Yixu Feng, Shuo Hou, Haotian Lin, Yu Zhu, Peng Wu, Wei Dong, Jinqiu Sun, Qingsen Yan, and Yanning Zhang. "Difflight: integrating content and detail for low-light image enhancement." In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (Workshop), pp. 6143-6152. 2024.
[26]Chen, Genggeng, Kexin Dai, Kangzhen Yang, Tao Hu, Xiangyu Chen, Yongqing Yang, Wei Dong, Peng Wu, Yanning Zhang, and Qingsen Yan. "Bracketing image restoration and enhancement with high-low frequency decomposition." In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (Workshop), pp. 6097-6107. 2024.
[27]Qingsen Yan, Tao Hu, Yuan Sun, Hao Tang, Yu Zhu, Wei Dong, Luc Van Gool, and Yanning Zhang. "Toward high-quality HDR deghosting with conditional diffusion models." IEEE Transactions on Circuits and Systems for Video Technology 34, no. 5 (2023): 4011-4026. (TCSVT, SCI一区)
[28]Yang, Kangzhen, Tao Hu, Kexin Dai, Genggeng Chen, Yu Cao, Wei Dong, Peng Wu, Yanning Zhang, and Qingsen Yan. "Crnet: A detail-preserving network for unified image restoration and enhancement task." In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (Workshop), pp. 6086-6096. 2024.
[29]Qingsen Yan, Haishen Wang, Yifan Ma, Yuhang Liu, Wei Dong, Marcin Woźniak, and Yanning Zhang. "Uncertainty estimation in HDR imaging with Bayesian neural networks." Pattern Recognition 156 (2024): 110802. (PR, SCI一区)
[30]Yaoqi Hu, Axi Niu, Jinqiu Sun, Yu Zhu, Qingsen Yan, Wei Dong, Marcin Woźniak, and Yanning Zhang. "Dynamic center point learning for multiple object tracking under Severe occlusions." Knowledge-Based Systems 300 (2024): 112130. (KBS, SCI一区)
[31]Xiaobao Yang, Yang Yang, Sugang Ma, Zhijie Li, Wei Dong, and Marcin Woźniak. "SAMT-generator: A second-attention for image captioning based on multi-stage transformer network." Neurocomputing 593 (2024): 127823. (SCI二区)
[32]Ying Li, Junsheng Wu, Weigang Li, Wei Dong, and Aiqing Fang. "Hierarchical aggregation perceptual pipeline for tactical intention recognition." Multimedia Tools and Applications 83, no. 20 (2024): 58245-58265.

长期担任IEEE TPAMI、CVPR、NeurIPS、ICCV、ICML、ICLR、ECCV、TIP、PR、TII等国际顶级期刊与会议的审稿人，并受邀担任《宇航学报》青年编委、陕西省图象图形学学会理事。担任西北工业大学陕西空天动力研究院何国强教授团队的外聘专家，积极参与人工智能与火箭发动机材料交叉领域的科研攻关。兼任西安超验科技有限公司技术总监/外聘专家，主导火箭发动机智能检测传感器的研发工作。兼任陕西切念科技有限公司技术总监/外聘专家，致力于人工智能软硬件产品的开发与产业化推广。