Year  Title  Author 
2017

Distributed Opportunistic Sensing and Fusion for Traffic Congestion Detection 
A Nottle, D Harborne, D Braines, M Alzantot

2017

Deep Packet: A Novel Approach For Encrypted Traffic Classification Using Deep Learning 
M Lotfollahi, R Shirali, MJ Siavoshani, M Saberian

2017

Region Proposal Technique for Traffic Light Detection Supplemented by Deep Learning and Virtual Data 
M Moosaei, Y Zhang, A Micks, S Smith, MJ Goh

2017

δagree Adaboost Stacked Autoencoder for Shortterm Traffic Flow Forecasting 
T Zhou, G Han, X Xu, Z Lin, C Han, Y Huang, J Qin

2017

Prediction of traffic characteristics in smart cities based on deep learning mechanisms 
V Gkania, L Dimitriou

2017

The Driver's Assistant: Utilising Synthetic Data Generation and Deep Learning for Traffic Sign Classification 
AG Stergiou, A Clark

2017

Deep learning for shortterm traffic flow prediction 
NG Polson, VO Sokolov

2017

LongTerm Mobile Traffic Forecasting Using Deep SpatioTemporal Neural Networks 
C Zhang, P Patras

2017

Optimization of realtime traffic network assignment based on IoT data using DBN and clustering model in smart city 
J Yang, Y Han, Y Wang, B Jiang, Z Lv, H Song

2017

A deep learning approach for detecting traffic accidents from social media data 
Z Zhang, Q He, J Gao, M Ni

2017

Traffic Speed Prediction and Congestion Source Exploration: A Deep Learning Method 
J Wang, Q Gu, J Wu, G Liu, Z Xiong

2017

Deep Learning for SpatioTemporal Modeling: Dynamic Traffic Flows and High Frequency Trading 
MF Dixon, NG Polson, VO Sokolov

2017

Extracting Parking Areas from Remote Sensing Imagery and Spatiotemporal Traffic Data 
J Glaab

2017

Traffic Scene Segmentation Based on RGBD Image and Deep Learning 
L Li, B Qian, J Lian, W Zheng, Y Zhou

2017

Traffic Parameters Prediction Using a ThreeChannel Convolutional Neural Network 
D Zang, D Wang, J Cheng, K Tang, X Li

2017

ZipNetGAN: Inferring Finegrained Mobile Traffic Patterns via a Generative Adversarial Neural Network 
C Zhang, X Ouyang, P Patras

2017

Traffic Light Control Using Deep PolicyGradient and ValueFunction Based Reinforcement Learning 
SS Mousavi, M Schukat, P Corcoran, E Howley

2017

Deep Learning applied to Road Traffic Speed forecasting 
T Epelbaum, F Gamboa, JM Loubes, J Martin

2017

Deep learning traffic sign detection, recognition and augmentation 
L Abdi, A Meddeb

2017

Arrival Traffic Scheduling Performance subject to Futuristic Traffic Statistics 
N Takeichi

2017

Exploiting synergies of mobile mapping sensors and deep learning for traffic sign recognition systems 
Á Arcos

2017

DeepTrend: A Deep Hierarchical Neural Network for Traffic Flow Prediction 
X Dai, R Fu, Y Lin, L Li, FY Wang

2017

Traffic Flow Prediction with Rainfall Impact Using A Deep Learning Method 
Y Jia, J Wu, M Xu

2017

ContextAware Object Region Proposals for Efficient Vehicle Detection from Traffic Surveillance Videos Using Deep Neural Networks 
J Yuan, W Cao, F Lv

2017

1. Traffic Sign Recognition in Nature by Integration Shape Structure with Deep Learning 
J Yang

2017

Towards Accurate RealTime Traffic Sign Recognition 
A Hasasneh, NM Hasasneh

2017

Learning Traffic as Images: A Deep Convolution Neural Network for Largescale Transportation Network Speed Prediction 
X Ma, Z Dai, Z He, Y Wang

2017

Edge Enhanced Traffic Scene Segmentation Algorithm with Deep Neural Network 
W Liu, H Tian, J Hu, S Cheng, H Yuan

2017

The Deep Learning Vision for Heterogeneous Network Traffic Control: Proposal, Challenges, and Future Perspective 
N Kato, ZM Fadlullah, B Mao, F Tang, O Akashi

2017

Realtime traffic sign recognition based on a general purpose GPU and deeplearning 
K Lim, Y Hong, Y Choi, H Byun

2017

Scalable Deep Traffic Flow Neural Networks for Urban Traffic Congestion Prediction 
M Fouladgar, M Parchami, R Elmasri, A Ghaderi

2017

A Deep Learning Approach to the Prediction of Shortterm Traffic Accident Risk 
H Ren, Y Song, JX Liu, Y Hu, J Lei

2017

StateoftheArt Deep Learning: Evolving Machine Intelligence Toward Tomorrow's Intelligent Network Traffic Control Systems 
Z Fadlullah, F Tang, B Mao, N Kato, O Akashi, T Inoue

2017

Deep Neural Networks for traffic flow prediction 
H Yi, HJ Jung, S Bae

2017

A RealTime Chinese Traffic Sign Detection Algorithm Based on Modified YOLOv2 
J Zhang, M Huang, X Jin, X Li

2017

Traffic sign recognition based on deep convolutional neural network 
S Yin, J Deng, D Zhang, J Du

2017

A Deep Learning Model for Traffic Flow State Classification Based on Smart Phone Sensor Data 
W Tu, F Xiao, L Fu, G Pan

2017

Automatic detection of traffic lights, street crossings and urban roundabouts combining outlier detection and deep learning classification techniques based on GPS … 
M Munoz

2017

A deep learning approach to traffic lights: Detection, tracking, and classification 
K Behrendt, L Novak, R Botros

2017

Railway Track Specific Traffic Signal Selection Using Deep Learning 
S Ritika, S Mittal, D Rao

2017

Traffic Matrix Prediction and Estimation Based on Deep Learning for Data Center Networks 
L Nie, D Jiang, L Guo, S Yu, H Song

2017

Fully Combined Convolutional Network with Soft Cost Function for Traffic Scene Parsing 
Y Wu, T Yang, J Zhao, L Guan, J Li

2017

Singular Point Probability Improve LSTM Network Performance for Longterm Traffic Flow Prediction 
B Liu, J Cheng, K Cai, P Shi, X Tang

2017

Comparison between Backpropagation and CNN for the Recognition of Traffic Signs 
JE Zafra, RJ Moreno, RD Hernández

2017

Anomalytolerant Traffic Matrix Estimation via Prior Information Guided Matrix Completion 
W Ye, L Chen, G Yang, H Dai, F Xiao

2017

A SemiAutomatic Annotation Technology for Traffic Scene Image Labeling Based on Deep Learning Preprocessing 
Y Jin, J Li, D Ma, X Guo, H Yu

2017

Research on Obstacle Classification Using Voyage Bridge Imagetowards River Traffic 
M Kondo, M Inaishi, T Furuya, M Nakagawa

2017

Network Traffic Prediction Based on Deep Belief Network in Wireless Mesh Backbone Networks 
L Nie, D Jiang, S Yu, H Song

2017

On Removing Routing Protocol from Future Wireless Networks: A Realtime Deep Learning Approach for Intelligent Traffic Control 
F Tang, B Mao, ZM Fadlullah, N Kato, O Akashi

2017

Traffic flow forecasting with deep learning 
PØ Kanestrøm

2017

An Application of Internet Traffic Prediction with Deep Neural Network 
S Narejo, E Pasero

2016

Accurate and Reliable Detection of Traffic Lights Using Multiclass Learning and Multiobject Tracking 
Z Chen, X Huang

2016

Road surface traffic sign detection with hybrid region proposal and fast RCNN 
R Qian, Q Liu, Y Yue, F Coenen, B Zhang

2016

ShortTerm Traffic States Forecasting Considering Spatial–Temporal Impact on an Urban Expressway 
P Chen, C Ding, G Lu, Y Wang

2016

Traffic signal timing via deep reinforcement learning 
L Li, Y Lv, FY Wang

2016

Optimized Structure of the Traffic Flow Forecasting Model With a Deep Learning Approach 
HF Yang, TS Dillon, YPP Chen

2016

Traffic sign classification with deep convolutional neural networks 
J CREDI

2016

An Automated Traffic Surveillance System with Aerial Camera Arrays: Data Collection with Vehicle Tracking 
X Zhao, D Dawson, WA Sarasua, ST Birchfield

2016

Computer network traffic prediction: a comparison between traditional and deep learning neural networks 
TP Oliveira, JS Barbar, AS Soares

2016

Improved traffic detection with support vector machine based on restricted Boltzmann machine 
J Yang, J Deng, S Li, Y Hao

2016

Vehicle type classification via adaptive feature clustering for traffic surveillance video 
S Wang, F Liu, Z Gan, Z Cui

2016

Shortterm traffic flow forecasting with spatialtemporal correlation in a hybrid deep learning framework 
Y Wu, H Tan

2016

Realtime Traffic Sign Recognition system with deep convolutional neural network 
S Jung, U Lee, J Jung, DH Shim

2016

ShortTerm Traffic Forecasting: Modeling and Learning SpatioTemporal Relations in Transportation Networks Using Graph Neural Networks 
B Shahsavari, P Abbeel

2016

Interdatacenter network traffic prediction with elephant flows 
Y Li, H Liu, W Yang, D Hu, W Xu

2016

Traffic speed prediction using deep learning method 
Y Jia, J Wu, Y Du

2016

Traffic Signal Synchronization Using Computer Vision and Wireless Sensor Networks 
S Desai, P Trivedi

2016

Intelligent Traffic Surveillance System: Object Detection, Classiﬁcation and Counting using Deep learning Features 
YT Wu

2016

Traffic lights recognition based on PCANet 
Z Wang, Z Bi, C Wang, L Lin, H Wang

2016

A traffic object classification pipeline based on CNNs 
Y Huo, Z Miao, Z Liu

2016

Multination and Multinorm License Plates Detection in Real Traffic Surveillance Environment Using Deep Learning 
A Naimi, Y Kessentini, M Hammami

2016

Convolutional Networks for Traffic Sign Classification 
F ZANETTI

2016

Predicting InterDataCenter Network Traffic Using Elephant Flow and Sublink Information 
Y Li, H Liu, W Yang, D Hu, X Wang, W Xu

2016

Traffic Sign Detection and Recognition using Fully Convolutional Network Guided Proposals 
Y Zhu, C Zhang, D Zhou, X Wang, X Bai, W Liu

2016

Deep Learning Predictors for Traffic Flows 
N Polson, V Sokolov

2016

A Comparison of Traffic Flow Prediction Methods Based on DBN 
C Monographs, T Monographs, T Monographs

2016

Traffic Matrix Prediction and Estimation Based on Deep Learning in Largescale IP Backbone Networks 
L Nie, D Jiang, L Guo, S Yu

2016

Deep Neural Network for Structural Prediction and Lane Detection in Traffic Scene. 
J Li, X Mei, D Prokhorov

2016

The Precise Vehicle Retrieval in Traffic Surveillance with Deep Convolutional Neural Networks 
B Su, J Shao, J Zhou, X Zhang, L Mei, C Hu

2016

DeepTLR: A single deep convolutional network for detection and classification of traffic lights 
M Weber, P Wolf, JM Zöllner

2016

A novel methodology to predict urban traffic congestion with ensemble learning 
G Asencio

2016

A traffic sign recognition method based on deep visual feature 
F Lin, Y Lai, L Lin, Y Yuan

2016

Multitask deep convolutional neural networks for efficient and robust traffic lane detection 
X Mei, DV Prokhorov, J Li, D Tao

2016

Deep neural network for structural prediction and lane detection in traffic scene 
J Li, X Mei, D Prokhorov

2016

The research on traffic sign recognition based on deep learning 
C Li, C Yang

2016

An efficient realization of deep learning for traffic data imputation 
Y Duan, Y Lv, YL Liu, FY Wang

2015

Learning Driver Behavior Models from Traffic Observations for Decision Making and Planning 
T Gindele, S Brechtel, R Dillmann

2015

Fast Traffic Sign Recognition with a Rotation Invariant Binary Pattern Based Feature 
S Yin, P Ouyang, L Liu, Y Guo, S Wei

2015

and Distance Robust RealTime Traffic Light Detection Estimation using a single camera 
M Diaz

2015

Malaysia traffic sign recognition with convolutional neural network 
MM Lau, KH Lim, AA Gopalai

2015

DeepSense: A novel learning mechanism for traffic prediction with taxi GPS traces 
X Niu, Y Zhu, X Zhang

2015

NegativeSupervised Cascaded Deep Learning for Traffic Sign Classification 
K Xie, S Ge, R Yang, X Lu, L Sun

2015

Recognizing Traffic Signs Using a Practical Deep Neural Network 
HH Aghdam, EJ Heravi, D Puig

2015

Humanlevel Moving Object Recognition from Traffic Video 
F Zhu, Q Liu, S Zhong, Y Yang

2015

Situation Control of Unmanned Aerial Vehicles for Road Traffic Monitoring 
NV Kim, MA Chervonenkis

2015

A novel pLSA based Traffic Signs Classification System 
M Haloi

2015

Spatiotemporal Context Awareness for Urban Traffic Modeling and Prediction: Sparse Representation Based Variable Selection 
S Yang, S Shi, X Hu, M Wang

2014

Traffic Flow Prediction With Big Data: A Deep Learning Approach 
Y Lv, Y Duan, W Kang, Z Li, FY Wang

2014

A deep learning based approach for traffic data imputation 
Y Duan, Y Lv, W Kang, Y Zhao

2014

Traffic light recognition in varying illumination using deep learning and saliency map 
V John, K Yoneda, B Qi, Z Liu, S Mita
