Developing a Computer Vision-Based Decision Support System for Intersection Safety Monitoring and Assessment of Vulnerable Road Users

[1]  S. M. Sohel Mahmud,et al.  Application of proximal surrogate indicators for safety evaluation: A review of recent developments and research needs , 2017 .

[2]  Cesare Pautasso,et al.  Mean Average Precision , 2009, Encyclopedia of Database Systems.

[3]  Katja Vogel,et al.  A comparison of headway and time to collision as safety indicators. , 2003, Accident; analysis and prevention.

[4]  C. Hydén,et al.  Evaluation of traffic safety, based on micro-level behavioural data: theoretical framework and first implementation. , 2010, Accident; analysis and prevention.

[5]  Rainer Stiefelhagen,et al.  Multiple Object Tracking Performance Metrics and Evaluation in a Smart Room Environment , 2006 .

[6]  John C Hayward,et al.  NEAR-MISS DETERMINATION THROUGH USE OF A SCALE OF DANGER , 1972 .

[7]  Hamid Behbahani,et al.  Calibration and validation of a new time-based surrogate safety measure using fuzzy inference system , 2016 .

[8]  Michael Hunter,et al.  Evaluation of Postencroachment Time as Surrogate for Opposing Left-Turn Crashes , 2013 .

[9]  Yuan Yu,et al.  TensorFlow: A system for large-scale machine learning , 2016, OSDI.

[10]  Franz Franchetti,et al.  Fast and accurate object detection in high resolution 4K and 8K video using GPUs , 2018, 2018 IEEE High Performance extreme Computing Conference (HPEC).

[11]  Hong YANG,et al.  APPLICATION OF SIMULATION-BASED TRAFFIC CONFLICT ANALYSIS FOR HIGHWAY SAFETY EVALUATION , 2010 .

[12]  Fabio Tozeto Ramos,et al.  Simple online and realtime tracking , 2016, 2016 IEEE International Conference on Image Processing (ICIP).

[13]  Karim Ismail,et al.  Traffic conflict techniques for road safety analysis: open questions and some insights , 2014 .

[14]  Sirajum Munira,et al.  Data Mining to Improve Planning for Pedestrian and Bicyclist Safety , 2019 .

[15]  D. Ramanan,et al.  Efficiently Scaling up Crowdsourced Video Annotation , 2012, International Journal of Computer Vision.

[16]  Kaiming He,et al.  Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks , 2015, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[17]  Saber Naseralavi,et al.  A general formulation for time-to-collision safety indicator , 2013 .

[18]  A. Horst A time-based analysis of road user behaviour in normal and critical encounters , 1990 .

[19]  Alan C. Bovik,et al.  Mean squared error: Love it or leave it? A new look at Signal Fidelity Measures , 2009, IEEE Signal Processing Magazine.

[20]  Brendan Tran Morris,et al.  Investigation of safety analysis methods using computer vision techniques , 2017, J. Electronic Imaging.

[21]  Brian L Allen,et al.  ANALYSIS OF TRAFFIC CONFLICTS AND COLLISIONS , 1978 .

[22]  Guizhen Yu,et al.  Quantifying the Severity of Traffic Conflict by Assuming Moving Elements as Rectangles at Intersection , 2012 .

[23]  Eric Jones,et al.  SciPy: Open Source Scientific Tools for Python , 2001 .

[24]  Guizhen Yu,et al.  Surrogate Safety Analysis of Pedestrian-Vehicle Conflict at Intersections Using Unmanned Aerial Vehicle Videos , 2017 .

[25]  Kaan Ozbay,et al.  Derivation and Validation of New Simulation-Based Surrogate Safety Measure , 2008 .

[26]  Andrew P Tarko,et al.  Use of crash surrogates and exceedance statistics to estimate road safety. , 2012, Accident; analysis and prevention.

[27]  Gaël Varoquaux,et al.  The NumPy Array: A Structure for Efficient Numerical Computation , 2011, Computing in Science & Engineering.

[28]  Sahar Ghanipoor Machiani,et al.  Safety surrogate histograms (SSH): A novel real-time safety assessment of dilemma zone related conflicts at signalized intersections. , 2016, Accident; analysis and prevention.

[29]  Åse Svensson,et al.  A method for analysing the traffic process in a safety perspective , 1998 .

[30]  Jian Sun,et al.  Deep Residual Learning for Image Recognition , 2015, 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

[31]  Fred L. Drake,et al.  The Python Language Reference Manual , 1999 .

[32]  Wes McKinney,et al.  pandas: a Foundational Python Library for Data Analysis and Statistics , 2011 .

[33]  Josep Perarnau,et al.  Safety indicators for microsimulation-based assessments , 2003 .

[34]  Qingfeng Huang,et al.  An adaptive peer-to-peer collision warning system , 2002, Vehicular Technology Conference. IEEE 55th Vehicular Technology Conference. VTC Spring 2002 (Cat. No.02CH37367).

[35]  Larry Head,et al.  Surrogate Safety Measures from Traffic Simulation Models , 2003 .

[36]  Deva Ramanan,et al.  Efficiently Scaling Up Video Annotation with Crowdsourced Marketplaces , 2010, ECCV.

[37]  M M Minderhoud,et al.  Extended time-to-collision measures for road traffic safety assessment. , 2001, Accident; analysis and prevention.