Image-to-Image Learning to Predict Traffic Speeds by Considering Area-Wide Spatio-Temporal Dependencies
暂无分享,去创建一个
Byeonghyeop Yu | Keemin Sohn | Dohyoung Jo | Hyunjeong Jeon | Keemin Sohn | Byeonghyeop Yu | Hyunjeong Jeon | Dohyoung Jo
[1] Keemin Sohn,et al. Image-Based Learning to Measure Traffic Density Using a Deep Convolutional Neural Network , 2018, IEEE Transactions on Intelligent Transportation Systems.
[2] Andreas Hegyi,et al. An unscented Kalman filter for freeway traffic estimation , 2006 .
[3] Yiannis Kamarianakis,et al. Space-time modeling of traffic flow , 2002, Comput. Geosci..
[4] Eleni I. Vlahogianni,et al. Short‐term traffic forecasting: Overview of objectives and methods , 2004 .
[5] L. H. Immers,et al. An Extended Kalman Filter Application for Traffic State Estimation Using CTM with Implicit Mode Switching and Dynamic Parameters , 2007, 2007 IEEE Intelligent Transportation Systems Conference.
[6] Chao Zhang,et al. Multiple sources and multiple measures based traffic flow prediction using the chaos theory and support vector regression method , 2017 .
[7] Yong Wang,et al. Learning Traffic as Images: A Deep Convolutional Neural Network for Large-Scale Transportation Network Speed Prediction , 2017, Sensors.
[8] Yunpeng Wang,et al. Long short-term memory neural network for traffic speed prediction using remote microwave sensor data , 2015 .
[9] Jen-Tzung Chien,et al. Image-text dual neural network with decision strategy for small-sample image classification , 2019, Neurocomputing.
[10] Muhammad Tayyab Asif,et al. Spatiotemporal Patterns in Large-Scale Traffic Speed Prediction , 2014, IEEE Transactions on Intelligent Transportation Systems.
[11] Wenhao Huang,et al. Deep Architecture for Traffic Flow Prediction: Deep Belief Networks With Multitask Learning , 2014, IEEE Transactions on Intelligent Transportation Systems.
[12] David Zhang,et al. Moving Vehicle Detection for Automatic Traffic Monitoring , 2007, IEEE Transactions on Vehicular Technology.
[13] Yunpeng Wang,et al. A spatiotemporal correlative k-nearest neighbor model for short-term traffic multistep forecasting , 2016 .
[14] Jan-Ming Ho,et al. Travel time prediction with support vector regression , 2003, Proceedings of the 2003 IEEE International Conference on Intelligent Transportation Systems.
[15] Dali Wei,et al. An Adaptive-Margin Support Vector Regression for Short-Term Traffic Flow Forecast , 2013, J. Intell. Transp. Syst..
[16] Matthew G. Karlaftis,et al. A multivariate state space approach for urban traffic flow modeling and prediction , 2003 .
[17] Haitham Al-Deek,et al. Predictions of Freeway Traffic Speeds and Volumes Using Vector Autoregressive Models , 2009, J. Intell. Transp. Syst..
[18] Su Yang,et al. On feature selection for traffic congestion prediction , 2013 .
[19] Bart De Schutter,et al. A comparison of filter configurations for freeway traffic state estimation , 2006, 2006 IEEE Intelligent Transportation Systems Conference.
[20] Chao Chen,et al. Short‐Term Traffic Speed Prediction for an Urban Corridor , 2017, Comput. Aided Civ. Infrastructure Eng..
[21] Billy M. Williams,et al. Modeling and Forecasting Vehicular Traffic Flow as a Seasonal ARIMA Process: Theoretical Basis and Empirical Results , 2003, Journal of Transportation Engineering.
[22] Yinhai Wang,et al. Short-Term Speed Prediction Using Remote Microwave Sensor Data: Machine Learning versus Statistical Model , 2016 .
[23] C. Daganzo. THE CELL TRANSMISSION MODEL.. , 1994 .
[24] Keemin Sohn,et al. Artificial intelligence for traffic signal control based solely on video images , 2018, J. Intell. Transp. Syst..
[25] Bin Ran,et al. A Comparison of Traffic Flow Prediction Methods Based on DBN , 2016 .
[26] Simon P. Wilson,et al. Multivariate Short-Term Traffic Flow Forecasting Using Bayesian Vector Autoregressive Moving Average Model , 2012 .
[27] 한보형,et al. Learning Deconvolution Network for Semantic Segmentation , 2015 .
[28] P. Abbeel,et al. Short – Term Traffic Forecasting : Modeling and Learning Spatio – Temporal Relations in Transportation Networks Using Graph Neural Networks by Behrooz Shahsavari Research Project , 2015 .
[29] Quoc V. Le,et al. On optimization methods for deep learning , 2011, ICML.
[30] Yunpeng Wang,et al. Spatiotemporal Recurrent Convolutional Networks for Traffic Prediction in Transportation Networks , 2017, Sensors.
[31] Jin Wang,et al. Short-term traffic speed forecasting hybrid model based on Chaos–Wavelet Analysis-Support Vector Machine theory , 2013 .
[32] Jun Guo,et al. Cross-modal subspace learning for fine-grained sketch-based image retrieval , 2017, Neurocomputing.
[33] Xiuwen Yi,et al. DNN-based prediction model for spatio-temporal data , 2016, SIGSPATIAL/GIS.
[34] Steven I-Jy Chien,et al. DYNAMIC TRAVEL TIME PREDICTION WITH REAL-TIME AND HISTORICAL DATA , 2003 .
[35] Fei-Yue Wang,et al. Traffic Flow Prediction With Big Data: A Deep Learning Approach , 2015, IEEE Transactions on Intelligent Transportation Systems.