Shiyong Lan -Homepage
https://cs.scu.edu.cn/info/1280/13694.htm
招收计算机视觉、人工智能、多模态感知理解、大数据分析方面的博士(和硕士)研究生，欢迎报考四川大学计算机学院（304）和 视觉合成图形图像技术国防重点学科实验室（604）的同学联系！
[32] Modeling of Spatial-Temporal Dynamic Dependency in Traffic Data to Predict its Evolution, Engineering Applications of Artificial Intelligence, Vol. 184, 2026, 116321, --[paper] [code].
[31] DCDNet: Differential Capsule Disentanglement Network for Gaze Estimation, IEEE Signal Processing Letters, Vol. **, 2026, 3734112, --[paper] [code].
[30] STGFMamba: Spatio-temporal graph Fourier-enhanced Mamba for traffic prediction, Information Sciences, Vol. 752, 2026, 123601, --[paper] [code].
[29] Small object detection using multi-scale detail enhancement and decoupled detection head, Neurocomputing, Vol. 680, 2026, 133322, --[paper] [code].
[28] DSTFGCN: A dynamic spatial-temporal fusion graph convolution network for traffic flow forecasting, Neural Networks, Vol. 201, 2026, 108989, --[paper] [code].
[27] DMAGaze: Gaze Estimation Using Feature Disentanglement and Multi-Scale Attention, Pattern Recognition Letters, Vol. 201, 2026, 109-116, --[paper] [code].
[26] Spatio-temporal Fusion Flow with Dynamic Graph Leaning for Unsupervised Multivariate Time Series Anomaly Detection, Neurocomputing, Vol. 666, 2026, 132286, --[paper] [code].
[25] CSFF-MGDH: Cross-stage Feature Fusion and Decoupled Head with Mutual Guidance for SAR Ship Detection, IEEE Transactions on Radar Systems, vol.4, pp.76-85, 2026, doi: 10.1109/TRS.2025.3632813., --[paper] [code].
[24] Dual-branch normalizing flow for anomaly detection and localization from images, Neurocomputing, Vol. 660,2026, 131850, --[paper] [code].
[23]. MADFlow: Multimodal Difference Compensation Flow for Multimodal Anomaly Detection, Neurocomputing, Vol. 654, 2025, 131243, --[paper] [code].
[22]. RemoteDPL: A Semi-supervised Object Detector with Dense Pseudo-Labels for Remote Sensing, IEEE Transactions on Geoscience and Remote Sensing, vol. 63, pp. 1-13, 2025, Art no. 4506213. (IEEE - TGRS 2025). --[paper] [code]
[21]. DCGNet: Detail and Context Guided Small Object Detection Network with Decoupled Detection Head, IEEE International Conference on Multimedia and Expo (ICME 2025)--[paper] [code].
[20]. EMGPose: An Efficient Multi-Granularity Representation for Human Pose Estimation, IEEE International Conference on Multimedia and Expo (ICME 2025)---[paper] [code].
[19]. SAR Ship Detector Using Cross-stage Feature Fusion and Decoupled Head with Mutual Guidance, IEEE International Conference on Acoustics, Speech and Signal Processing, (ICASSP 2025). [paper] [code]
[18]. A Dual Branch Graph Neural Network based Spatial Interpolation Method for Traffic Data Inference in Unobserved Locations, Information Fusion, 114 (2025), 317263. [paper] [code]
[17]. Semantic-aware normalizing flow with feature fusion for image anomaly detection, Neurocomputing, 590 (2024), 127728. --[paper]. [code]
[16]. A Semantics-aware Normalizing Flow Model for Anomaly Detection, The IEEE International Conference on Multimedia & Expo (ICME) 2023.--[pdf]. [code]
[15]. Visual-Haptic-Kinesthetic Object Recognition with Multimodal Transformer. International Conference on Artificial Neural Networks (ICANN2023)--[pdf]. [code].
[14]. Siamese Network based on MLP and Multi-head Cross Attention for Visual Object Tracking. International Conference on Artificial Neural Networks (ICANN2023)--[pdf]. [code].
[13]. GanNeXt: A New Convolutional GAN for Anomaly Detection. International Conference on Artificial Neural Networks (ICANN2023)--[pdf]. [code].
[12]. DLAHSD: Dynamic Label adopted in Auxiliary Head for SAR Detection. International Conference on Image Processing (ICIP 2023) --[pdf]. [code].
[11]. Flow-based one-class anomaly detection with Multi-frequency Feature fusion. International Conference on Image Processing (ICIP 2023) --[pdf]. [code].
[10]. DSTAGNN: Dynamic Spatial-Temporal Aware Graph Neural Network for Traffic Flow Forecasting. International Conference on Machine Learning (ICML) 2022, PMLR 162:11906-11917.（CCF-A） (Acceptance rate: 21.9%). [pdf] [code].
[9]. Face Super-Resolution with Spatial Attention Guided by Multiscale Receptive-Field Features. International Conference on Artificial Neural Networks (ICANN2022). Springer, Cham, 2022: 145-157. [pdf] (code).
[8]. A Transformer-based GAN for Anomaly Detection. International Conference on Artificial Neural Networks (ICANN2022). Springer, Cham, 2022: 345-357. [pdf](code).
[7]. Robust Visual Object Tracking with Spatiotemporal Regularisation and Discriminative Occlusion Deformation. International Conference on Image Processing (ICIP). IEEE, 2021, pp. 1879-1883. [pdf](code).
[6]. SAGAN: Skip-Attention GAN for Anomaly Detection, International Conference on Image Processing (ICIP). IEEE, 2021, pp. 2468-2472. [pdf](code).
[5]. Real-Time 3D Road Scene Based on Virtual-Real Fusion Method. IEEE Sensors Journal, 2015, 15(2):750-756.
[4]. 3D Road Scene Monitoring Based on Real-Time Panorama. Journal of Applied Mathematics, 2014, 2014:1-8.
[3]. Effect of Slopes in Highway on Traffic Flow. International Journal of Modern Physics C, 2011, 22, 319-331.
[2].《城市应急交通流仿真建模与模拟》，中国科学技术大学出版社， 2021，ISBN:978-7-312-05329-0.(专著).
[1].《机动车号牌自动识别系统》国家标准 GB/T 28649-2012.