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Shiyong Lan -Homepage

https://cs.scu.edu.cn/info/1280/13694.htm

招收计算机视觉多模态感知理解数据分析方面的研究生,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

Publications selected:

[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》,**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.

sylan2019's Projects

dbgnn icon dbgnn

A dual branch graph neural network for spatial interpolation in traffic scene

dlahsd icon dlahsd

DLAHSD: Dynamic label adopted in auxiliary head for SAR detection. An efficient SAR-ship detector based on center point.

dstagnn icon dstagnn

DSTAGNN: Dynamic Spatial-Temporal Aware Graph Neural Network for Traffic Flow Forecasting, which is accepted at ICML2022.

dynamicflownet icon dynamicflownet

an unsupervised anomaly detection approach called DynamicFlowNet that utilizes dynamic graph and normalizing flow to explore complex dependencies in time series data.

foad-mfff icon foad-mfff

Flow-based one-class anomaly detection with Multi-frequency Feature fusion. (ICIP 2023)

gannext icon gannext

GanNeXt: A New Convolutional GAN for Anomaly Detection

metaheuristics icon metaheuristics

Implement the-state-of-the-art meta-heuristic algorithms using python (numpy)

mh-astigcn icon mh-astigcn

MULTI HEAD SELF-ATTENTION BASED SPATIAL-TEMPORAL INFORMATION GRAPH CONVOLUTIONAL NETWORKS FOR TRAFFIC FLOW FORECASTING

mlp-mhca icon mlp-mhca

This is a visual object tracker which is a modified version of the python framework TransT based on Pytorch, also borrowing from PySOT. We would like to thank their authors for providing great frameworks and toolkits.

mrrnet icon mrrnet

This repository contains PyTorch implementation of the following paper: Face Super-Resolution with Spatial Attention Guided by Multiscale Receptive-Field Features.

optimizedimageenhance icon optimizedimageenhance

Several image/video enhancement methods, implemented by Java, to tackle common tasks, like dehazing, denoising, backscatter removal, low illuminance enhancement, featuring, smoothing and etc.

sanf-ad icon sanf-ad

A SEMANTICS-AWARE NORMALIZING FLOW MODEL FOR ANOMALY DETECTION

sanfff-ad icon sanfff-ad

Semantic-Aware Normalizing Flow with Feature Fusion for Image Anomaly Detection(extend)

siamtrackers icon siamtrackers

(2020-2021)The PyTorch version of SiamFC,SiamRPN,DaSiamRPN, UpdateNet , SiamDW, SiamRPN++, SiamMask, SiamFC++, SiamCar, SiamBAN, Ocean, LightTrack ; Visual object tracking based on deep learning

skip-attention-gan icon skip-attention-gan

This repository contains PyTorch implementation of the following paper: SAGAN: SKIP-ATTENTION GAN FOR ANOMALY DETECTION.

stdod icon stdod

A visual object tracking method where we take into account the difference between occlusion and self-deformation in a spatial-temporal regularised DCF filter. Robust Visual Object Tracking with Spatiotemporal Regularisation and Discriminative Occlusion Deformation, International Conference on Image Processing (ICIP). IEEE, 2021, pp. 1879-1883.

train_cnn-rnn icon train_cnn-rnn

cnn+rnn: vgg(vgg16,vgg19)+rnn(LSTM, GRU), resnet(resnet_v2_50,resnet_v2_101,resnet_v2_152)+rnnrnn(LSTM, GRU), inception_v4+rnn(LSTM, GRU), inception_resnet_v2+rnn(LSTM, GRU),.....

vhkor icon vhkor

Visual-Haptic-Kinesthetic Object Recognition with Multimodal Transformer

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