姓名：李凡
职称/职务：教授，博士，博士生导师
专业：信息与通信工程专业
研究方向：人工智能
多媒体信号处理
邮箱：lifan@xju.edu.cn
教育背景
1. 1999.9至2003.7 西安交通大学电信学院 信息工程专业 学士学位
2. 2003.9至2010.3 西安交通大学电信学院 信息与通信工程专业 博士学位
社会工作
1. 2017－2018 美国加州大学圣迭戈分校（UCSD） 访问学者
合作导师：Pamela C. Cosman
2. 2021.4至今 陕西省深空探测智能信息技术重点实验室 副主任
3. 2023年至今 新疆天池特聘教授
4. 2022年至今 新疆大学博士生导师
奖励情况
1. 2022年高等教育（本科）国家级教学成果奖二等奖（3/15）
2. 2021年新疆维吾尔自治区省级自然科学奖二等奖（2/5）
3. 2022年陕西省杰出青年科学基金
4. 2022年陕西省教学成果奖特等奖（2/10）
5. 2020年国家级一流本科课程（2/5）
主持项目
1. 科技创新2030-“新一代人工智能”重大项目课题“高效鲁棒群体协同与认知计算”，课题负责人，2022ZD0115803，2022,12-2025,12，580万/4710万 在研
2. 陕西省杰出青年科学基金项目，“面向人机视觉的视频编码”，项目负责人，2023-JC-JQ-51，2022,12-2025,12，50万 在研
3. 新疆维吾尔自治区重大科技专项，“智慧感知技术及装备研发”，课题负责人，2022A02012-2，300万/2000万 在研
4. 国家自然科学基金面上项目，“基于传递迁移学习的真实场景图像质量评价方法研究”，项目负责人，No. 62071369，2021,1-2024,12，直接经费63万 在研
学术成果
近期论文：
2024
[1] Tantan Zhao, Fan Li*, Lijun He, Secure Video Offloading in Multi-UAV-Enabled MEC Networks: A Deep Reinforcement Learning Approach, IEEE Internet of Things Journal, vol. 11, no. 2, pp. 2950-2963, 2024. DOI: 10.1109/JIOT.2023.3296613
[2] Tantan Zhao, Fan Li*, Lijun He, Secure Video Offloading in MEC-Enabled IIoT Networks: A Multi-cell Federated Deep Reinforcement Learning Approach, IEEE Transactions on Industrial Informatics, vol 20, no. 2, pp. 1618-1629, 2024. DOI: 10.1109/TII.2023.3280314
[3] Le Yang, Ziwei Zheng, Jian Wang, Shiji Song, Gao Huang, and Fan Li*, AdaDet: An Adaptive Object Detection System based on Early-exit Neural Networks, IEEE Transactions on Cognitive and Developmental Systems, vol. 16, no. 1, pp. 332-345, 2024. DOI: 10.1109/TCDS.2023.3274214
[4] Ziwei Zheng, Le Yang*, Yulin Wang, Miao Zhang, Lijun He, Gao Huang, Fan Li, Dynamic Spatial Focus for Efficient Compressed Video Action Recognition, IEEE Transactions on Circuits and Systems for Video Technology, vol. 34, no. 2, pp. 695-708, 2024. DOI: 10.1109/TCSVT.2023.3287201
[5] Jian Wang, Fan Li*, Xuchong Zhang, Hongbin Sun, Adversarial Obstacle Generation against LiDAR-Based 3D Object Detection, IEEE Transactions on Multimedia, vol. 26, pp. 2686-2699, 2024. DOI: 10.1109/TMM.2023.3302018
[6] Zixi Wang, Fan Li*, Yunfei Zhang, Yuan Zhang, Low-Rate Feature Compression for Collaborative Intelligence: Reducing Redundancy in Spatial and Statistical Levels, IEEE Transactions on Multimedia, vol. 26, pp. 2756-2771, 2024. DOI: 10.1109/TMM.2023.3303716
[7] Jian Wang, Fan Li*, Yi An, Xuchong Zhang, Hongbin Sun, Toward Robust LiDAR-Camera Fusion in BEV Space via Mutual Deformable Attention and Temporal Aggregation, IEEE Transactions on Circuits and Systems for Video Technology, published online, 2024. DOI: 10.1109/TCSVT.2024.3366664
[8] Lijun He, Miao Zhang, Hao Liu, Liejun Wang, Fan Li, Compressed Video Anomaly Detection of Human Behavior Based on Abnormal Region Determination, IEEE Transactions on Cognitive and Developmental Systems, published online, 2024. DOI: 10.1109/TCDS.2024.3367493
[9] Yixing Yong, Jian Wang, Fan Li*, Class Aware Prediction: A Solution to Center Point Collision for Anchor Free Object Detection in Aerial Images, IEEE Geoscience and Remote Sensing Letters, vol. 21, pp. 1-5, 2024. DOI: 10.1109/LGRS.2024.3368619
[10] Lijun He*, Zhihan Ren, Wanyue Zhang, Fan Li, Shaohui Mei*, Unsupervised Pansharpening Based on Double-Cycle Consistency, IEEE Transactions on Geoscience and Remote Sensing, vol. 62, pp. 1-15, 2024. DOI: 10.1109/TGRS.2024.3371971
[11] Hao Liu, Lijun He*, Miao Zhang, Fan Li, VADiffusion: Compressed Domain Information Guided Conditional Diffusion for Video Anomaly Detection, IEEE Transactions on Circuits and Systems for Video Technology, published online, 2024. DOI: 10.1109/TCSVT.2024.3382633
[12] Xi Chen, Haoyue Zheng, Haodong Tang, Fan Li, Multi-Scale Perceptual YOLO for Automatic Detection of Clue Cells and Trichomonas in Fluorescence Microscopic Images, Computers in Biology and Medicine, vol. 175, 108500, 2024. DOI: 10.1016/j.compbiomed.2024.108500
2023
[1] Xiaodi Guan, Fan Li*, Yangfan Zhang, Pamela C. Cosman, End-to-End Blind Video Quality Assessment Based on Visual and Memory Attention Modeling, IEEE Transactions on Multimedia, vol. 25, pp. 5206-5221, 2023. DOI: 10.1109/TMM.2022.3189251
[2] Le Yang, Zelin Yang, Shiji Song, Fan Li*, C. L. Philip Chen, Twin Broad Learning System for Fault Diagnosis of Rotating Machinery, IEEE Transactions on Instrumentation & Measurement, vol. 71, 2023. DOI: 10.1109/TIM.2023.3259022
[3] Xin Fang, Yiping Duan, Qiyuan Du, Xiaoming Tao, Fan Li, Sketch Assisted Face Image Coding for Human and Machine Vision: A Joint Training Approach, IEEE Transactions on Circuits and Systems for Video Technology, vol. 33, no. 10, pp.6086-6100, 2023. DOI: 10.1109/TCSVT.2023.3262251
[4] Mingyang Ma, Shaohui Mei*, Fan Li*, Yaoyang Ge, Qian Du, Spectral Correlation Based Diverse Band Selection for Hyperspectral Image Classification, IEEE Transactions on Geoscience and Remote Sensing, vol. 61, pp. 1-13, 2023. DOI: 10.1109/TGRS.2023.3263580
[5] Lijun He*, Ziqing Wang, Liejun Wang, Fan Li, Multimodal Mutual Attention-Based Sentiment Analysis Framework Adapted to Complicated Contexts, IEEE Transactions on Circuits and Systems for Video Technology, vol. 33, no. 12, pp. 7131-7143, 2023. DOI: 10.1109/TCSVT.2023.3276075
[6] Tantan Zhao, Fan Li*, Lijun He, DRL-Based Secure Aggregation and Resource Orchestration in MEC-Enabled Hierarchical Federated Learning, IEEE Internet of Things Journal, vol. 10, no. 20, pp.17865-17880, 2023. DOI: 10.1109/JIOT.2023.3277553
[7] Tantan Zhao, Fan Li*, Lijun He, DRL-Based Joint Resource Allocation and Device Orchestration for Hierarchical Federated Learning in NOMA-Enabled Industrial IoT, IEEE Transactions on Industrial Informatics, vol. 19, no. 6, pp.7468-7479, 2023. DOI: 10.1109/TII.2022.3170900
[8] 秦志金，赵菼菼，李凡，陶晓明，多模态语义通信研究综述，通信学报，2023，44(5): 28-41. DOI: 10.11959/j.issn.1000-436x.2023105
[9] Xiaodi Guan, Fan Li*, Xingliang Zhang, Mingyang Ma, Shaohui Mei*, Assessing Full-Resolution Pansharpening Quality: A Comparative Study of Methods and Measurements, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 16, pp. 680-6875, 2023. DOI: 10.1109/JSTARS.2023.3298104
[10] Zuzheng Kuang, Haixia Bi*, and Fan Li, Complex-valued Self-supervised PolSAR Image Classification Integrating Attention Mechanism, IGARSS 2023
[11] Nan Shi, Ping Wang*, Fan Li, Domain-specific Knowledge-driven Pan-sharpening Algorithm, Neurocomputing, vol. 520, 129-140, 2023. DOI: 10.1016/j.neucom.2022.11.068
[12] 张云飞, 贺丽君, 王子溪, 李凡，面向机器视觉任务的多尺度图像特征压缩算法, 西安交通大学学报, 2023, 57(12). DOI: 10.7652/xjtuxb202312001
2022
[1] Lijun He*, Wanyue Zhang, Jiankang Shi, Fan Li, Cross-Domain Association Mining Based Generative Adversarial Network for Pansharpening, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 15, pp. 7770-7783, 2022. DOI: 10.1109/JSTARS.2022.3204824
[2] Zixi Wang, Yuan Zhang, Le Yang, Fan Li*, Privacy-preserved Intermediate Feature Compression for Cyber-Physical Systems, In Proceedings of Ubicomp 2022, pp. 438-443, September 11–15, 2022, Cambridge, United Kingdom.
[3] Jiashuai Cui, Fan Li*, Liejun Wang, Image Sampling for Machine Vision, CICAI 2022, Beijing, China, August 27-28, 2022.
[4] Xiaodi Guan, Fan Li*, Zhiwei Huang, Hantao Liu, Study of Subjective and Objective Quality Assessment of Night-time Videos, IEEE Transactions on Circuits and Systems for Video Technology, vol. 32, no. 10, pp. 6627-6641, 2022. DOI: 10.1109/TCSVT.2022.3177518
[5] Jian Wang, Fan Li*, Haixia Bi, Gaussian Focal Loss: Learning Distribution Polarized Angle Prediction for Rotated Object Detection in Aerial Images, IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-13, Article Sequence Number: 4707013, 2022. DOI: 10.1109/TGRS.2022.3175520
[6] Tantan Zhao, Lijun He, Xinyu Huang, Fan Li*, DRL-Based Secure Video Offloading in MEC-Enabled IoT Networks, IEEE Internet of Things Journal, vol. 9, no. 19, pp. 18710-18724, 2022. DOI: 10.1109/JIOT.2022.3161680
[7] Taiyu Wang, Fan Li*, Pamela C. Cosman, Learning-based Rate Control for Video-based Point Cloud Compression, IEEE Transactions on Image Processing, vol. 31, pp. 2175-2189, 2022. DOI:10.1109/TIP.2022.3152065
[8] Yixin Mei, Li Li, Zhu Li, Fan Li*, Learning-Based Scalable Image Compression with Latent-Feature Reuse and Prediction, IEEE Transactions on Multimedia, vol. 24, pp. 4143-4157, 2022. DOI: 10.1109/TMM.2021.3114548
[9] Tantan Zhao, Lijun He, Xinyu Huang, Fan Li*, QoE-Driven Secure Video Transmission in Cloud-Edge Collaborative Networks, IEEE Transactions on Vehicular Technology, vol. 71, no. 1, pp. 681-696, Jan. 2022. DOI: 10.1109/TVT.2021.3123787
[10] Zixi Wang, Fan Li*, Jing Xu, Pamela C. Cosman, Human-Machine Interaction Oriented Image Coding for Resource-Constrained Visual Monitoring in IoT, IEEE Internet of Things Journal, vol. 9, no. 17, pp. 16181-16195, 2022. DOI: 10.1109/JIOT.2022.3150417
[11] Xiaohan Yang, Fan Li*, Leida Li, Ke Gu, Hantao Liu, Study of Natural Scene Categories in Measurement of Perceived Image Quality, IEEE Transactions on Instrumentation and Measurement, vol. 71, pp. 1-12, 2022. DOI: 10.1109/TIM.2022.3154808
[12] Lijun He, Miao Zhang, Sijin Zhang, Liejun Wang, Fan Li*, MTRFN: Multiscale Temporal Receptive Field Network for Compressed Video Action Recognition at Edge Servers, IEEE Internet of Things Journal, vol. 9, no. 15, pp. 13965-13977, 2022. DOI: 10.1109/JIOT.2022.3142759
[13] Haoyu Shi, Fan Li*, Patch Re-segmentation and Packing for Dynamic Point Cloud Compression via Back-and-Forth Structure, IEEE Open Journal of Signal Processing, vol. 3, pp. 155-168, 2022. DOI: 10.1109/OJSP.2022.3160392
[14] Xinyu Huang, Lijun He*, Xing Chen, Liejun Wang, Fan Li, Revenue and Energy Efficiency-Driven Delay Constrained Computing Task Offloading and Resource Allocation in a Vehicular Edge Computing Network: A Deep Reinforcement Learning Approach, IEEE Internet of Things Journal, vol. 9, no. 11, pp. 8852-8868, 2021. DOI: 10.1109/JIOT.2021.3116108
其他
重要专著情况
1. 2019年出版《表达与交流（理工类）》 西安交通大学出版社
