工作经历

          

 

李凡   教授,博士,博士生导师

 

1981年07月 生于陕西宝鸡

2010年03月 西安交通大学信息与通信工程博士学位

2010-2012 电信学院信息与通信工程系 讲师

2013-2017 电信学院信息与通信工程系 副教授

2018年至今 电信学部信息与通信工程学院 教授

2010年12月 入选西安交通大学 青年骨干教师 培养计划

2010-2013 电信学院计算机科学与技术专业 博士后

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

2014年06月 电信学部信息与通信工程学院 博士生导师

2021年04月 陕西省深空探测智能信息技术重点实验室 副主任

2015年04月至今 电信学部信息与通信工程学院 副院长

 

研究方向:

基于深度学习的图像视频编码

基于机器学习的图像视频质量评价

图像视频的深度理解和处理

 

主要科研项目

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. 620713692021,1~2024,12,直接经费63 在研

 

国家自然科学基金面上项目,流量付费因素影响下用户视频满意度评估研究项目负责人,No. 616713652017,1~2020,12,直接经费58 已结题

 

教育部联合基金无人平台中针对暴恐事件的异常行为分析研究项目负责人2017,1~2018,12100 已结题

 

国家自然科学基金面上项目,QoE驱动的低复杂度无线视频通信跨层优化研究项目负责人,No. 613720912014,1~2017,1282 已结题

 

国家自然科学基金青年项目,基于视觉感知的多用户无线视频传输方法研究项目负责人No. 61001095 2011,1~2013,1224万,已结题

近期论文

2022

[18] 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, Published Online, 2022. DOI: 10.1109/TMM.2022.3189251

[17] 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, Published Online, 2022. DOI: 10.1109/TCSVT.2022.3177518

[16] 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, Published Online, 2022. DOI: 10.1109/TGRS.2022.3175520

[15] 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, Published Online, 2022. DOI: 10.1109/TII.2022.3170900

[14] Tantan Zhao, Lijun He, Xinyu Huang, Fan Li*, DRL-Based Secure Video Offloading in MEC-Enabled IoT Networks, IEEE Internet of Things Journal, Published Online, 2022. DOI: 10.1109/JIOT.2022.3161680

[13] 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

[12] Yixin Mei, Li Li, Zhu Li, Fan Li*, Learning-Based Scalable Image Compression with Latent-Feature Reuse and Prediction, IEEE Transactions on Multimedia, Published Online, 2021. DOI: 10.1109/TMM.2021.3114548

[11] 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, Published Online, 2022. DOI: 10.1109/JIOT.2022.3150417

[9] 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

[8] 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, Published Online, 2021. DOI: 10.1109/JIOT.2022.3142759

[7] 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, Published Online, 2022. DOI: 10.1109/OJSP.2022.3160392

[6] 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, Published Online, 2021. DOI: 10.1109/JIOT.2021.3116108

[5] Lijun He, Nan Shi, Kainnat Malik, Fan Li*, Unsupervised Defect Inspection Algorithm based on Cascaded GAN with Edge Repair Feature Fusion, Applied Intelligence, vol. 52, pp. 2051-2069, 2022. DOI: 10.1007/s10489-021-02556-3

[4] Hong Zhang, Fan Li*, Zhisheng Yan, A Novel Transmission Approach Based on Video Content for 360-Degree Streaming, Multimedia Tools and Applications, Accepted for publication, 2022. DOI: 10.1007/s11042-022-11938-9

[3] Xiaoli Gong, Hangyu Hu, Zhengwei Wu, Lijun He, Le Yang, Fan Li*, Dark-Channel based Attention and Classifier Retraining for Smoke Detection in Foggy Environments, Digital Signal Processing, vol. 123, pp. 103454, April 2022. DOI: 10.1016/j.dsp.2022.103454

[2] 左龙, 张鹏, 荆树旭, 赵一, 李凡*. 用于图像超分辨率重建的双通道残差网络,西安交通大学学报. 56卷第1期,20221

[1] Xin Fang, Fan Li, CS-GAN: Centrosymmetric Generative Adversarial Network for Cross-Media Retrieval, IVSP 2022.

 

2021

[16] Taiyu Wang, Fan Li*, Xiaoya Qiao, Pamela C. Cosman. Low-Complexity Error Resilient HEVC Video Coding: A Deep Learning Approach, IEEE Transactions on Image Processing, vol. 30, pp. 1245-1260, 2021. DOI: 10.1109/TIP.2020.3043124

[15] Xiaohan Yang, Fan Li*, Hantao Liu. TTL-IQA: Transitive Transfer Learning based No-reference Image Quality Assessment, IEEE Transactions on Multimedia, vol. 23, pp. 4326-4340, 2021. DOI: 10.1109/TMM.2020.3040529

[14] Fan Li*, Yangfan Zhang, Pamela C. Cosman. MMMNet: An End-to-End Multi-task Deep Convolution Neural Network with Multi-scale and Multi-hierarchy Fusion for Blind Image Quality Assessment, IEEE Transactions on Circuits and System for Video Technology, vol. 31, no. 12, pp. 4798-4811, 2021. DOI: 10.1109/TCSVT.2021.3055197

[13] Xiaohan Yang, Fan Li*, Hantao Liu. A Measurement for Distortion Induced Saliency Variation in Natural Images, IEEE Transactions on Instrumentation and Measurement, vol. 70, pp. 1-14, 2021. DOI: 10.1109/TIM.2021.3108538

[12] Xinyu Huang, Lijun He*, Liejun Wang, Fan Li. Towards 5G: Joint Optimization of Video Segment Caching, Transcoding and Resource Allocation for Adaptive Video Streaming in a Multi-access Edge Computing Network, IEEE Transactions on Vehicular Technology, vol. 70, no. 10, pp. 10909-10924, 2021. DOI: 10.1109/TVT.2021.3108152

[11] Lijun He, Xiaoli Gong, Sirou Zhang, Liejun Wang, Fan Li*. Efficient Attention Based Deep Fusion CNN for Smoke Detection in the Fog Environment, Neurocomputing, vol. 434, pp. 224-238, April 2021. DOI: 10.1016/j.neucom.2021.01.024

[10] Jian Wang, Le Yang, Fan Li*. Predicting Arbitrary-Oriented Objects as Points in Remote Sensing Images, Remote Sensing, vol. 13, pp. 3731, 2021. DOI: doi.org/10.3390/rs13183731

[9] Le Yang, Yiming Chen, Shiji Song, Fan Li, Gao Huang, Deep Siamese Networks based Change Detection with Remote Sensing Images, Remote Sensing, vol. 13, no. 17, pp. 3394, 2021. DOI: 10.3390/rs13173394

[8] Zixi Wang, Fan Li*, Convolutional Neural Network based Low Complexity HEVC Intra Encoder, Multimedia Tools and Applications, vol. 80, no. 2, pp. 2441-2460, 2021. DOI: 10.1007/s11042-020-09231-8

[7] Hong Zhang, Fan Li*, Zhisheng Yan, Feature Fusion Quality Assessment Model for DASH Video Streaming, IET Image Processing, vol. 15, no. 1, pp. 127-142, 2021. DOI: 10.1049/ipr2.12012

[6] Lijun He, Shuai Wen, Liejun Wang, Fan Li*, Vehicle Theft Recognition from Surveillance Video Based on Spatiotemporal Attention, Applied Intelligence, vol. 51, pp. 2128-2143, 2021. DOI: 10.1007/s10489-020-01933-8

[5] Zixi Wang, Guiguang Ding, Jungong Han, Fan Li*, Deep image compression with multi-stage representation, Journal of Visual Communication and Image Representation, vol. 79, pp. 103226, 2021. DOI: 10.1016/j.jvcir.2021.103226

[4] Ziwei Zheng, Le Yang, Liejun Wang, Fan Li*, AD-DARTS: Adaptive Dropout for Differentiable Architecture Search, CICAI 2021, Hangzhou, China, June 5–6, 2021.

[3] Yixin Mei, Fan Li, Li Li, Zhu Li, Learn a Compression for Objection Detection - VAE with a Bridge, VCIP 2021.

[2] Lijun He, Miao Zhang, Sijin Zhang, Fan Li. Physical knowledge driven multiscale temporal receptive field network for compressed video action recognition, UbiComp’21: Adjunct Proceedings of the 2021 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2021 ACM International Symposium on Wearable Computers, September 2021, Pages 625–630.

[1] Le Yang, Xiaoli Gong, Zhengwei Wu, Yizeng Han, Lijun He, Fan Li, Dark-channel mixed attention based neural networks for smoke detection in fog environment, UbiComp’21: Adjunct Proceedings of the 2021 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2021 ACM International Symposium on Wearable Computers, September 2021, Pages 691–696.

 

2020

[6] Xiaohan Yang, Fan Li*, Hantao Liu, Deep Feature Importance Awareness based No-Reference Image Quality Prediction, Neurocomputing, vol. 401, pp. 209-223, 2020. DOI: 10.1016/j.neucom.2020.03.072

[5] Xiaodi Guan, Lijun He, Mengyue Li, Fan Li*. Entropy Based Data Expansion Method for Blind Image Quality Assessment, Entropy, vol. 22, no. 1, pp. 60, 2020.

[4] Xiaodi Guan, Fan Li*, Lijun He. Quality Assessment on Authentically Distorted Images by Expending Proxy-labels, Electronics, vol. 9, no. 2, pp. 252, 2020.

[3] Yuhang Pang, Fan Li*, Xiaoya Qiao, Andrew Gilman, Real-time Tracking Based on Deep Feature Fusion, Multimedia Tools and Applications, vol. 79, no. 37, pp.27229-27255, 2020. DOI: 10.1007/s11042-020-09267-w

[2] Yixin Mei, Fan Li*, Li Li, Zhu Li, Activation Map Saliency Guided Filtering for Efficient Image Compression for Vision Tasks, 54th Asilomar Conference on Signals, Systems and Computers, Nov. 2020, Pacific Grove, CA, USA. DOI: 10.1109/IEEECONF51394.2020.9443467

[1] Xinyu Huang, Lijun He, Xing Chen, Guizhong Liu, and Fan Li, A more refined mobile edge cache replacement scheme for adaptive video streaming with mutual cooperation in multi-mec servers, in Proc. IEEE Int. Conf. Multimedia Expo (ICME), London, United Kingdom, Jul. 2020, pp. 1-6.

 

2019

[4] Jin Yang, Ruiping Qiao, Ruijie Ma, Fan Li*. Cross Layer Design of Resource Allocation and Segment Adaptation based on CPIQ Model for DASH Clients Over LTE Networks, IET Communications, vol. 13, no. 10, pp. 1405-1414, 2019. (SCI: ID6AG WOS: 000471758400010)

[3] Xiaohan Yang, Fan Li*, Hantao Liu. A Comparative Study of DNN-based Models for Blind Image Quality Prediction, in Proc. ICIP 2019, Taipei, Taiwan, 2019.

[2] Fan Li*, Taiyu Wang, Pamela C. Cosman. Joint Rate Adaptation and Resource Allocation for Real-time H.265/HEVC Video Transmission Over Uplink OFDMA Systems, Multimedia Tools and Applications, vol. 78, no. 18, pp. 26807-26831, 2019. (SCI: IU6NT WOS: 000483703700068)

[1] Xiaohan Yang, Fan Li*, Hantao Liu. A Survey of DNN Methods for Blind Image Quality Assessment, IEEE Access, vol. 7, no. 1, pp. 123788-123806, 2019. (SCI: JA4VT WOS: 000487836500001)

 

2018

[8] Fan Li*, Shuang Fu, Ziyi Liu, Xueming Qian. A Cost-constrained Video Quality Satisfaction Study on Mobile Devices, IEEE Transactions on Multimedia, vol. 20, no. 5, pp. 1154-1168, May 2018. (SCI: GD7YD WOS: 000430728400011)

[7] Taiyu Wang, Fan Li*, Pamela C. Cosman. H.265/HEVC Video Coding Over Lossy Networks: Flexible or Fixed Mode in one CTU?, IEEE Access, vol. 6, pp. 71279-71284, 2018. (SCI: HE4AW WOS: 000453307100001)

[6] Yixin Mei, Fan Li*, Lijun He, Liejun Wang. Joint Source and Channel Rate Allocation over Noisy Channels in Vehicle Tracking MIoT System, Sensors, vol. 18, no. 9, pp. 2858, 2018. (SCI: GW5BB WOS: 000446940600117)

[5] Lijun He, Xiaoya Qiao, Shuai Wen, Fan Li*. Robust Object Tracking Based on Motion Consistency, Sensors, vol. 18, no. 2, pp. 572, 2018. (SCI: FZ4EM WOS: 000427544000255)

[4] Xiaohan Yang, Fan Li*, Wei Zhang, Lijun He. Blind Image Quality Assessment of Natural Scenes Based on Entropy Differences in the DCT domain. Entropy, vol. 20, no. 11, pp. 885, 2018. (SCI: HB8BK WOS: 000451308800077)

[3] Fan Li, Yixin Mei, Ziyi Liu, Pamela C. Cosman. Scene-aware Soccer Video QoE Assessment – A Compressed-domain Approach, in Proc. ICME 2018, San Diego, CA, 2018.

[2] Hongbin Xu, Li Sun, Fan Li. Towards Enhanced Security for Two-Way Untrusted Relaying Systems: A Constellation Overlapping Scheme. 2018 IEEE International Conference on Communications (ICC), Kansas City, MO, 2018, pp. 1-7.

[1] Li Sun, Hongbin Xu, Fan Li. Message-Prioritization Based Unequal Secrecy Protection for Untrusted Two-Way Relaying Networks. 2018 IEEE International Conference on Communications (ICC), Kansas City, MO, 2018, pp. 1-6.

联系方式

Office:  西安交通大学 彭康楼 138室;中国西部科技创新港 四号巨构 7094室

E-mail:    lifan@mail.xjtu.edu.cn