sign visibility legibility
Detecting and reading traffic signs: sign detection and recognition distance, legibility distance, character height and font, retroreflective sheeting and luminance, and contrast needed to read signs day or night. Concerns the visibility and readability of signage specifically, distinct from general low-light visual function (dark_adaptation_mesopic) and the underlying contrast-detection ability (contrast_sensitivity).
Relevant standards
- CIE 074-1988 — Road signs
- CIE 115:2010 — Lighting of Roads for Motor and Pedestrian Traffic, 2nd Edition
- CIE 143-2001 — International recommendations for colour vision requirements for transport
- Commission Delegated Regulation (EU) 2021/1958 — Commission Delegated Regulation (EU) 2021/1958 supplementing Regulation (EU) 2019/2144 by laying down detailed rules concerning the specific test procedures and technical requirements for the type-approval of motor vehicles with regard to their intelligent speed assistance systems
- ISO 16505:2019/Amd 1:2021 — Road vehicles — Ergonomic and performance aspects of Camera Monitor Systems — Requirements and test procedures — Amendment 1: ORP, FeV, MTF10MIN(1:1)/hor, MTF10MIN(1:1)/ver
- ISO 2575:2021 — Road vehicles — Symbols for controls, indicators and tell-tales
- ISO 2575:2021/Amd 1:2024 — Road vehicles — Symbols for controls, indicators and tell-tales — Amendment 1
- ISO 4513:2022 — Road vehicles — Visibility — Method for establishment of eyellipses for driver's eye location
- JIS D 0032:2011 — Road vehicles — Symbols for controls, indicators and tell-tales
- SAE J2402 — Road Vehicles - Symbols for Controls, Indicators, and Tell-Tales
Also in Visibility & Lighting
Related elsewhere in the corpus
Topics that co-occur with this one far more than chance predicts — these sit in other categories, so the hierarchy would not have shown them to you.
Narrow by how the study was done
Counts are papers in this topic that declare the facet — these facets are sparsely declared, so a small number means few papers said, not few papers did. All facets.
311 paper(s) · ranked by relevance to this topic
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Nighttime Legibility of Ground-Mounted Traffic Signs as a Function of Font, Color, and Retroreflective Sheeting Type · 2002 · Chrysler, Susan T. et al. · archived
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Relative Visibility of Increased Legend Size vs. Brighter Materials for Traffic Signs · 1994 · Mace, Douglas J. et al. · archived
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Road Sign Detection Distance and Reading Distance at an Uncontrolled Intersection · 2018 · Priambodo, Mohamad Ihsan et al. · archived
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Changeable Message Sign Visibility · 1996 · Garvey, Philip M. et al. · archived
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Minimum Retroreflectivity Requirements for Traffic Signs · 1993 · Paniati, Jeffery F. et al. · archived
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Traffic control device evaluation program : FY 2016. · 2017 · Brimley, Bradford K. et al. · archived
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Legibility Comparison of Three Freeway Guide Sign Alphabets · 1999 · Hawkins Jr, H Gene et al. · archived
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Minimum retroreflectivity levels for overhead guide signs and street-name signs · 2003 · Carlson, Paul J. et al. · archived
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Overhead Guide Sign Visibility Factors, Volume I: Final Report · 1989 · Stein, A. C. et al. · archived
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Driver Vision: Bibliography · 1963 · NHTSA · archived
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The Legibility of the Clearview Typeface System Versus Standard Highway Alphabets on Negative- and Positive-Contrast Signs · 2015 · Garvey, Philip M. et al. · archived
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Use of high intensity reflective sheeting in lieu of external lighting of overhead roadway signs. · 2013 · Jackson, N. Mike et al. · archived
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Sign Luminance Requirements for Various Background Complexities · 1985 · Mace, D. J. et al. · archived
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Legibility Distances of Fluorescent Traffic Signs and Their Normal Color Counterparts ↗ · 2001 · Schnell, Thomas et al. · indexed
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Influence of truck driver eye position on effectiveness of retroreflective traffic signs ↗ · 1993 · Sivak, M. et al. · indexed
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Symbol Signing Design for Older Drivers · 1997 · Dewar, Robert et al. · archived
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Field evaluation of unlighted overhead guide signs using older drivers : final report, August 2003. · 2003 · Zwahlen, Helmut T. et al. · archived
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Effect of Driver's Age on Nighttime Legibility of Highway Signs ↗ · 1981 · Sivak, Michael et al. · indexed
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Summary Report: Improvements In Symbol Sign Design To Aid Older Drivers · 1994 · Dewar, Robert et al. · archived
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SIGN AND PAVEMENT MARKING VISIBILITY FROM THE PERSPECTIVE OF COMMERCIAL VEHICLE DRIVERS ↗ · 2002 · Finley, Melisa D. et al. · indexed
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Workshop on Field Inspection and Rehabilitation of Traffic Control Devices - Proceedings · 1990 · Russell, Phillip O. et al. · archived
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Public Roads: A Journal of Highway Research and Development, Vol. 51 No. 2 · 1987 · Andrews, William H. Jr. et al. · archived
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THE EFFECTIVENESS OF PROVISION OF NEW STATIC INFORMATION SIGNAGE: A CASE STUDY OF INTERNATIONAL ISLAMIC UNIVERSITY MALAYSIA, GOMBAK CAMPUS · 2012 · Sahrir, Syazwani et al. · archived
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Applying the sign luminance computation model to study the effects of other vehicles on sign luminance · 2014 · Ye, Fan et al. · archived
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Age Differences in the Legibility of Symbol Highway Signs as a Function of Luminance and Glare Level: A Preliminary Report ↗ · 1994 · Schieber, Frank et al. · indexed
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Traffic control device conspicuity. · 2013 · Inman, Vaughan W. et al. · archived
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Improvement of conspicuity of trailblazing signs, Phase III : evaluation of fluorescent colors. · 2001 · Neale, Vicki L · archived
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Improving the conspicuity of trailblazing signs for incident management. · 1998 · Barker, J. A. et al. · archived
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Rectification of legibility distance in a driving simulator ↗ · 2007 · Ting, Ping-Huang et al. · indexed
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Overhead guide sign retroreflectivity and illumination. · 2015 · Obeidat, Mohammed et al. · archived
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The effects of damage on sign visibility: An assist in traffic sign replacement · 2016 · Khalilikhah, Majid et al. · archived
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Evaluation of Retroreflective Sheetings for Use on Traffic Control Devices at Construction Work Zones · 1991 · Ahmed, Samir A. · archived
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Approach-End Treatment of Channelization: Signing and Delineation · 1962 · Rowan, Neilon J. · archived
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Evaluation of retroreflective material on stop sign posts in Virginia. · 2009 · Cottrell, Benjamin H et al. · archived
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Assessing the Effect of Typography on In-Vehicle Glance-Like Reading Across the Lifespan · 2017 · Reimer, Bryan et al. · archived
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Highway Signing Research: Phase II, Characterization of Sign-Facing Materials · 1966 · Funnell, J. E. et al. · archived
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Empirical Assessment of the Legibility of the Highway Gothic and Clearview Signage Fonts ↗ · 2017 · Dobres, Jonathan et al. · indexed
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Enhanced Night Visibility Series, Volume XVI : Phase III, Characterization of Experimental Objects · 2005 · Gibbons, Ronald B. et al. · archived
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Dynamic measurement of traffic signluminance as perceived by a driver ↗ · 2011 · Gutierrez, JA et al. · indexed
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Creating effective variable message signs : human factors issues. · 1998 · Proffitt, Dennis R et al. · archived
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Age Differences in Visual Abilities in Nighttime Driving Field Conditions ↗ · 1996 · Chrysler, Susan T. et al. · indexed
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Assessment of Traffic Control Practices With Respect to Older Drivers · 2007 · Meyer, Eric et al. · archived
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Model for Predicting Traffic Signs Functional Service Life – The Republic of Croatia Case Study · 2017 · Babić, Dario et al. · archived
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Traffic Sign Detection and Quality Assessment Using YOLOv8 in Daytime and Nighttime Conditions ↗ · 2025 · Aldoski, Ziyad N. et al. · indexed
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CHARACTERISTICS AND NEEDS FOR OVERHEAD GUIDE SIGN ILLUMINATION FROM VEHICULAR HEADLAMPS ↗ · 1999 · Russell, E R et al. · indexed
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Visibility of Road Markings as a Function of Age, Retroreflectivity Under Low-Beam and High-Beam Illumination at Night ↗ · 1999 · Zwahlen, Helmut T. et al. · indexed
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The Implications of Weather and Reflectivity Variations on Automatic Traffic Sign Recognition Performance ↗ · 2021 · Seraj, Mudasser et al. · indexed
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The influence of modern headlamps on the recognition of portable traffic signs and warning triangles ↗ · 2023 · Rak, Martin et al. · indexed
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An Investigation of the Design and Performance of Traffic Control Devices · 1968 · Markowitz, J. et al. · archived
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Delineation of Hazards for Older Drivers, Volume II: Appendixes · 1997 · Lerner, Neil D. et al. · archived
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Determining the correlation between daytime and night-time road markings visibility · 2016 · Babić, Dario et al. · archived
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Symbolic Sign for Oversized-Truck Route Signs · 1984 · Walker, Jonathan et al. · archived
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Assessing the visibility of raised pavement markers and alternative forms of delineation · 2020 · Bullough, John D. et al. · archived
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Enhancing Conspicuity for Standard Signs and Retroreflectivity Strips on Posts [tech brief] · 2022 · Katz, Bryan et al. · archived
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Nighttime Highway Construction Illumination [URTC Report] · 2014 · Bullough, John D. et al. · archived
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Methodology for Measuring Traffic Signs Retroreflection ↗ · 2014 · Shcukanec, Andjelko et al. · indexed
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Analysis of Market-Ready Traffic Sign Recognition Systems in Cars: A Test Field Study ↗ · 2021 · Babić, Darko et al. · indexed
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CREATING EFFECTIVE VARIABLE MESSAGE SIGNS: HUMAN FACTORS ISSUES ↗ · 1998 · Proffítt, Dennis R. et al. · indexed
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Vision-Based Traffic Sign Detection and Analysis for Intelligent Driver Assistance Systems: Perspectives and Survey · 2012 · Mogelmose, A. et al. · archived
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Prototype mobile luminance measurement system and level of service for evaluating rural high-speed nighttime delineation. · 2013 · Miles, Jeffrey D. et al. · archived
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Recognition of rail car retroreflective patterns for improving nighttime conspicuity · 2001 · Multer, Jordan · archived
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DRIVER FACTORS AFFECTING TRAFFIC SIGN DETECTION AND RECALL ↗ · 1994 · Al-Gadhi, Saad et al. · indexed
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Estimation of traffic sign visibility considering local and global features in a driving environment ↗ · 2014 · Doman, Keisuke et al. · indexed
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The Current State of Research on the Long-Term Deterioration of Traffic Signs ↗ · 2013 · Brimley, Bradford K. et al. · indexed
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Retroreflective Material Specifications and On-Road Sign Performance ↗ · 2002 · Bible, R C et al. · indexed
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UPDATED MINIMUM RETROREFLECTIVITY LEVELS FOR TRAFFIC SIGNS ↗ · 2003 · Carlson, Paul J. et al. · indexed
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Driver Visibility Under Wet Pavement Conditions: Size, Shape, and Spacing of Object Markers/Delineators · 1991 · Lee, Raymond L. Jr et al. · archived
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In-Vehicle Signing Functions of an In-Vehicle Information System · 1996 · Knee, Helmut E. et al. · archived
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Evaluation of the Impact of Spectral Power Distribution on Driver Performance · 2015 · Gibbons, Ronald B. et al. · archived
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Driver Preview Distances at Night Based on Driver Eye Scanning Recordings as a Function of Pavement Marking Retroreflectivities ↗ · 1999 · Schnell, Thomas et al. · indexed
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Public Roads: A Journal of Highway Research and Development, Vol. 47 No. 3 · 1983 · Rosenbaum, Merton J. et al. · archived
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Highway Design Handbook for Older Drivers and Pedestrians · 2001 · Staplin, L. et al. · archived
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Information as a Source of Distraction · 2015 · Inman, Vaughan W. et al. · archived
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Fixation distance and fixation duration to vertical road signs ↗ · 2018 · Costa, Marco et al. · indexed
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Traffic sign recognition and analysis for intelligent vehicles · 2003 · de la Escalera, A. et al. · archived
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Traffic Signal Brightness: An Examination of Nighttime Dimming · 1985 · Freedman, Mark et al. · archived
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Driver's Visibility Requirements for Roadway Delineation. Volume I: Effects of Contrast and Configuration on Driver Performance and Behavior · 1977 · Allen, R. W. et al. · archived
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Machine Vision Based Traffic Sign Detection Methods: Review, Analyses and Perspectives · 2019 · Liu, Chunsheng et al. · archived
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Evaluation of retroreflective markings to increase rail car conspicuity · 1998 · Ford, Robert E et al. · archived
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Safety and Environmental Design Consideration in the Use of Commercial Electronic Variable-Message Signage · 1980 · Wachtel, Jerry et al. · archived
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The Influence of Sign Variations on Drivers’ Comprehension ↗ · 2018 · Ben-Bassat, Tamar et al. · indexed
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How Much Space Is Required? Effect of Distance, Content, and Color on External Human–Machine Interface Size ↗ · 2020 · Rettenmaier, Michael et al. · indexed
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On-Road Visual Sign Salience, Driver Attention Allocation, and Target Detection Accuracy ↗ · 2017 · Zahabi, Maryam et al. · indexed
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Impact of reduced visibility from fog on traffic sign detection ↗ · 2014 · Belaroussi, Rachid et al. · indexed
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Traffic Sign Comprehension: a Review of Influential Factors and Future Directions for Research ↗ · 2013 · Zhang, Tingru et al. · indexed
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A Proposed Method About the Design of Road Signs · 2014 · Viganó, Roberto et al. · archived
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Is three the magic number? The role of ergonomic principles in cross country comprehension of road traffic signs · 2016 · Jamson, Samantha et al. · archived
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Refinement of Drivers' Visibility Needs during Wet Night Conditions ↗ · 2012 · Gibbons, Ronald B. et al. · indexed
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OBSTACLE VISIBILITY IN RURAL NIGHT DRIVING AS RELATED TO REFLECTIVE QUALITIES OF THE ROAD SURFACE ↗ · 1973 · Elmers, G et al. · indexed
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Proactive Evaluation of Traffic Signs Using a Traffic Sign Simulator · 2015 · De Ceunynck, Tim et al. · archived
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Driver's visual attention to different categories of roadside advertising signs · 2019 · Costa, Marco et al. · archived
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PW 0803 Night time visibility of crossing pedestrians ↗ · 2018 · Wickramasinghe, Vasantha et al. · indexed
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Effects of Instrument Panel Luminance and Chromaticity on Reading Performance and Preference in Simulated Driving ↗ · 1989 · Imbeau, Daniel et al. · indexed
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The effects of driver factors and sign design features on the comprehensibility of traffic signs ↗ · 2008 · Ng, Annie W. Y. et al. · indexed
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Pavement Marking Retroreflectivity Requirements for Older Drivers ↗ · 1996 · Graham, Johnny et al. · indexed
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Technology Adoption and Use Across the Lifespan · 2015 · Reimer, Bryan · archived
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Colours of retroreflective sign materials when illuminated by high-intensity-discharge headlamps ↗ · 2014 · Sivak, Michael et al. · indexed
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Wet Night Visibility of Pavement Markings · 2007 · Gibbons, Ronald B. et al. · archived
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Creating Effective Graphic Changeable Dynamic Message Sign (DMS) Messaging · 2026 · Kondyli, Alexandra et al. · archived
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Recognition Distances of Different Pavement Arrow Designs During Daytime and Nighttime ↗ · 1999 · Zwahlen, Helmut T. et al. · indexed
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Novel Highway Signs Study to Support Infrastructure-Based Motorcycle-Crash Countermeasures: Phase II · 2021 · Weaver, Starla et al. · archived
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Modern traffic control devices to improve safety at rural intersections. · 2011 · Fitzpatrick, Kay et al. · archived
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Prediction of traffic sign vandalism that obstructs critical messages to drivers · 2017 · Khalilikhah, Majid et al. · archived
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Guidelines and Recommendations to Accommodate Older Drivers and Pedestrians [2001-05] · 2001 · Staplin, L. et al. · archived
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Analysis of Traffic Signs Information Volume Affecting Driver’s Visual Characteristics and Driving Safety ↗ · 2022 · Han, Lei et al. · indexed
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Alternative information signs : an evaluation of driver comprehension and visual attention. · 2015 · Hurwitz, David S. et al. · archived
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Highway Design and Operations Standards Affected by Driver Characteristics, Volume II: Final Technical Report · 1983 · McGee, Hugh W. et al. · archived
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Ergonomic factors affecting comprehension levels of traffic signs: A critical review ↗ · 2023 · Berrio, Shyrle et al. · indexed
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Space Management: An Application of Dynamic Lane Assignment · 1993 · Jella, Rohini K. et al. · archived
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Freight car reflectorization · 1999 · Carroll, A. A. et al. · archived
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Visibility and Conspicuity of Detectable Warnings for Pedestrians with Visual Impairments ↗ · 2008 · Jenness, James W. et al. · indexed
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Handbook for designing roadways for the aging population. · 2014 · Brewer, Marcus et al. · archived
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Pavement Markings and Delineation for Older Drives. Volume I: Final Report · 1996 · Pietrucha, Martin T. et al. · archived
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Human factors opportunities to improve Ohio’s transportation system : final report, June 2005. · 2005 · Zwahlen, Helmut T. et al. · archived
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Comprehension of Posted Highway Traffic Signs in Iraq · 2012 · Ismail, Aodai Abdul-Illah · archived
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A system for traffic sign detection, tracking, and recognition using color, shape, and motion information · 2005 · Bahlmann, C. et al. · archived
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Ergonomic Guidelines for Traffic Sign Design Increase Sign Comprehension ↗ · 2006 · Ben-Bassat, Tamar et al. · indexed
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Handbook of Traffic Control Practices for Low Volume Rural Roads · 2005 · Russell, Eugene R. · archived
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Mobile system for road sign detection and recognition with template matching · 2019 · Michał, Maćkowski et al. · archived
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Updates to Research on Recommended Minimum Levels for Pavement Marking Retroreflectivity to Meet Driver Night Visibility Needs ↗ · 2007 · Debaillon, Chris et al. · indexed
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Presentation factors and driver characteristics affecting road-sign registration ↗ · 1986 · Milošević, Staniša et al. · indexed
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Motorist Understanding of Alternative Designs for Traffic Signs · 1995 · Picha, Dale L. et al. · archived
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Rapid Comprehension of Verbal and Symbolic Traffic Sign Messages ↗ · 1979 · Ells, Jerry G. et al. · indexed
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Text Detection and Recognition on Traffic Panels From Street-Level Imagery Using Visual Appearance · 2014 · Gonzalez, Alvaro et al. · archived
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Modeling driver distance recognition and speed perception at night for freeway speed limit selection in china ↗ · 2014 · Cheng, G.Z. et al. · indexed
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Modern traffic control devices to improve safety at rural intersections · 2011 · Fitzpatrick, Kelly · archived
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Evaluating the effects of bilingual traffic signs on driver performance and safety · 2005 · Jamson, Samantha et al. · archived
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Vision-Based Traffic Sign Detection and Recognition Systems: Current Trends and Challenges ↗ · 2019 · Wali, Safat B. et al. · indexed
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Detection and classification of road signs for automatic inventory systems using computer vision ↗ · 2012 · Coronado, Gustavo A. Peláez et al. · indexed
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Determination of Traffic Control Device Selection for Nighttime Maintenance of Traffic · 2010 · McAvoy, Deborah S. et al. · archived
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Driver Response in Active Advanced Warning Signs at High-Speed Signalized Intersections · 1985 · Sabra, Ziad A. · archived
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User-centered Smart Traffic Sign Development Study · 2023 · Morris, Nichole L. et al. · archived
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Freeway Guide Sign Performance at Complex Interchanges: Reducing Information Overload · 2024 · Li, Yingfeng (Eric) et al. · archived
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Drivers’ Perceptions of Vertical Traffic Signs and Their Implications for Road Safety: Evidence from a Field Survey ↗ · 2026 · Durmus, Tahsin et al. · indexed
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A System for Traffic Violation Detection · 2014 · Aliane, Nourdine et al. · archived
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Effect of Driver Age and Distance Guide Sign Format on Driver Attention Allocation and Performance ↗ · 2018 · Zahabi, Maryam et al. · indexed
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The effect of context and ergonomic design of traffic signs on driver comprehension – a preliminary evaluation ↗ · 2013 · Ben-Bassat, Tamar · indexed
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Study to Understand the Influence of Emergency Vehicle Color, Reflectance, Signing/Arrow Boards, and Lighting Configurations in Reducing Responder Involved Crashes · 2025 · Agarwal, Nithin et al. · archived
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Evaluation of warning lights on maintenance of traffic devices and development of possible alternatives. · 2013 · Theiss, LuAnn et al. · archived
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Drivers and Road Signs: A Preliminary Investigation of the Capacity of Car Drivers to get Information from Road Signs ↗ · 1966 · Johansson, Gunnar et al. · indexed
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An eye-tracking study of the effects of dimensions of speed limit traffic signs on a mountain highway on driverś perception ↗ · 2022 · Costa, Alex Taima et al. · indexed
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Informational Report on Lighting Design for Midblock Crosswalks · 2008 · Gibbons, Ronald B. et al. · archived
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Design and Evaluation of Signs and Pavement MarkingsUsing Driving Simulators ↗ · 2011 · Chrysler, Susan et al. · indexed
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The Technology of Road Guide Signs Setting in Large Interchanges ↗ · 2013 · Liu, Xia et al. · indexed
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Evaluation of ground mounted diagrammatic entrance ramp approach signs : final report, October 2000. · 2000 · Zwahlen, Helmut T. et al. · archived
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Research and recommendations for a statewide sign retroreflectivity maintenance program ↗ · 2012 · Carlson, Paul J. et al. · indexed
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Manual on Real-Time Motorist Information Displays · 1986 · Dudek, Conrad L. et al. · archived
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EVALUATION OF A ROAD SIGN PRE-DETECTION SYSTEM BY IMAGE ANALYSIS ↗ · 2009 · Foucher, Philippe et al. · indexed
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Threshold Visibility Levels for the Adrian Visibility Model under Nighttime Driving Conditions ↗ · 2003 · Ising, Kurt W. et al. · indexed
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Research review of potential safety effects of electronic billboards on driver attention and distraction · 2001 · Farbry, J. et al. · archived
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Research review of potential safety effects of electronic billboards on driver attention and distraction · 2001 · Farbry, J. et al. · archived
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Desk Reference to the Handbook for Designing Roadways for the Aging Population · 2015 · Brewer, Marcus A. et al. · archived
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Visibility of various road markings for machine vision ↗ · 2021 · Burghardt, Tomasz E. et al. · indexed
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Identifying the safety factors over traffic signs in state roads using a panel quantile regression approach ↗ · 2018 · Šarić, Željko et al. · indexed
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Visual Search for Traffic Signs: The Effects of Clutter, Luminance, and Aging ↗ · 2001 · Ho, Geoffrey et al. · indexed
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Cognitive processing of bilingual traffic signs: an eye-tracking study in a driving simulator ↗ · 2026 · David, Maximilian et al. · indexed
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Nighttime Visibility of Prototype Work Zone Markings under Dry, Wet-Recovery, and Rain Conditions ↗ · 2009 · Higgins, Laura et al. · indexed
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Evaluating New Technologies to Enhance Night Vision by Looking at Detection and Recognition Distances of Non-Motorists and Objects ↗ · 2001 · Blanco, Myra et al. · indexed
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Real-Time Speed Sign Detection Using the Radial Symmetry Detector ↗ · 2008 · Barnes, N. et al. · indexed
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Motorist Comprehension of Traffic Control Devices: Statewide Survey Results · 1993 · Womack, Katie N. et al. · archived
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Compendium of Student Papers: 2007 Undergraduate Transportation Scholars Program · 2007 · Ciarkowski, Matthew et al. · archived
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Simulation Analysis on Driving Behavior during Traffic Sign Recognition ↗ · 2011 · Sun, Lishan et al. · indexed
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Effects of Age and Illumination on Night Driving: A Road Test ↗ · 2007 · Owens, D. Alfred et al. · indexed
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Effects of driver behavior and road sign design features on road sign comprehension: an international study ↗ · 2025 · Su, Hao-Jie et al. · indexed
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The guessability of traffic signs: Effects of prospective-user factors and sign design features ↗ · 2007 · Ng, Annie W. Y. et al. · indexed
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Warrants for major traffic generator guide signing. · 2009 · Qiao, Fengxiang et al. · archived
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Motorist Understanding of Traffic Control Devices: Study Results and Recommendations · 1995 · Hawkins Jr, H Gene et al. · archived
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Traffic control device evaluation program: simulator evaluation of sponsored changeable message signs and in-situ evaluation of rumble strip alternatives. · 2016 · Pike, Adam M. et al. · archived
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Evaluation of Michigan’s engineering improvements for older drivers. · 2015 · Kwigizile, Valerian et al. · archived
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Traffic Sign Recognition Using Sparse Representations and Active Contour Models ↗ · 2014 · Okyere, Adu-Gyamfi Yaw et al. · indexed
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Traffic Sign Recognition and Distance Estimation with YOLOv3 model ↗ · 2021 · Nath, Gokul S R et al. · indexed
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Effect of Environmental Conditions on Performance of Image Recognition-Based Lane Departure Warning System ↗ · 2007 · Hadi, Mohammed et al. · indexed
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Evaluation of Driver Comprehension of Word versus Symbol Highway Signs ↗ · 1974 · Plummer, Ralph W. et al. · indexed
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Review and Development of Recommended Minimum Pavement Marking Retroreflectivity Levels ↗ · 2008 · Debaillon, Chris et al. · indexed
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A Study on Light Source Characteristics of Nighttime Highway Foggy Section Based on Driving Visual Cognition Demand ↗ · 2018 · Hu, Jiangbi et al. · indexed
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Vision-Based Traffic Conflict Detection of Signalized Intersections · 2018 · Sharma, Anuj · archived
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UNECE transport review : first edition--November 2008. · 2008 · NHTSA · archived
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Improved business driveway delineation in urban work zones. · 2015 · Theiss, LuAnn et al. · archived
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The ergonomics of road signs: explicit and embedded speed limits ↗ · 1996 · Lajunen, Timo et al. · indexed
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Investigation of Driver Comprehension of Traffic Information on Graphical Congestion Display Panels using a Driving Simulator · 2004 · Richards, Andy et al. · archived
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Impacts of LED Brightness, Flash Pattern, and Location for Illuminated Pedestrian Traffic Control Device · 2015 · Fitzpatrick, Kay et al. · archived
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A road sign detection and the recognition for Driver Assistance Systems ↗ · 2015 · Kale, Amol Jayant et al. · indexed
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Intelligent Recognition Technology for the Segmentation of Traffic Indication Images Concerning Different Pavement Materials ↗ · 2022 · Xie, Juanhong et al. · indexed
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Effect of Road Markings and Traffic Signs Presence on Young Driver Stress Level, Eye Movement and Behaviour in Night-Time Conditions: A Driving Simulator Study ↗ · 2020 · Babić, Darko et al. · indexed
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Effect of Pavement Marking Retroreflectivity on the Performance of Vision-Based Lane Departure Warning Systems ↗ · 2011 · Hadi, Mohammed et al. · indexed
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Assess Driver Distraction in an Era of Rapid Technological Change for Digital Advertising Billboards: Technical Report · 2025 · Pike, Adam et al. · archived
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Condition Assessment of Road Markings in Denmark, Norway and Sweden—A Comparison Between Retroreflectivity, Visibility and Preview Time ↗ · 2025 · Vadeby, Anna et al. · indexed
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Effects of Chinese Text Size on the In-Vehicle Text Legibility and Driver Distraction: A Simulator Study ↗ · 2025 · Zhong, Qi et al. · indexed
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Road-Sign Detection and Recognition Based on Support Vector Machines ↗ · 2007 · Maldonado-Bascon, Saturnino et al. · indexed
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Public Roads: A Journal of Highway Research and Development, Vol. 41 No. 3 · 1977 · Breen, John E. et al. · archived
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Use of Graphics and Symbols on Dynamic Message Signs: Technical Report · 2009 · Ullman, Brooke R. et al. · archived
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Effects of Guide and Logo Signs on Freeway Driving Behavior ↗ · 2015 · Pankok, Carl et al. · indexed
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Driver behavior in use of guide and logo signs under distraction and complex roadway conditions ↗ · 2014 · Kaber, David B. et al. · indexed
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Outdoor Advertising Report: Changeable Message Signs · 2018 · NHTSA · archived
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Public Roads: A Journal of Highway Research and Development, Vol. 41 No. 2 · 1977 · Lord, Byron et al. · archived
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Driver eye movements in relation to unfamiliar traffic signs: An eye tracking study ↗ · 2020 · Babić, Dario et al. · indexed
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Enhancing Motorist Understanding of Variable Message Signs ↗ · 2005 · Wang, Jyh-Hone et al. · indexed
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Assessment and Improvement of Motorist Understanding of Traffic Control Devices · 1991 · Mounce, John M. et al. · archived
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Field Evaluation of Elongated Pavement Marking Signs ↗ · 2017 · Chitturi, Madhav V. et al. · indexed
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Cyclist conspicuity: A review of the literature and the role of clothing color · 2012 · Wood, Joanne et al. · archived
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FACTORS INFLUENCING THE EFFECTIVENESS OF AUTOMOTIVE REAR LIGHTING SYSTEMS ↗ · 1975 · Olson, Paul L. et al. · indexed
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Prediction of Drivers' Recognition of Posted Signs in Five Arab Countries ↗ · 2001 · Al-Madani, Hashim · indexed
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Transportation research synthesis : effectiveness of traffic signs on local roads. · 2010 · NHTSA · archived
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The role of driver age in performance and attention allocation effects of roadway sign count, format and familiarity ↗ · 2017 · Zahabi, Maryam et al. · indexed
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Web-Based Training for FHWA Roadway Lighting Workshop Module 1: Roadway Lighting Design Overview · 2018 · Frering, Daniel C. et al. · archived
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Analysis of Effects of Pavement Marking Retroreflectivity on Traffic Crash Frequency on Highways in North Carolina ↗ · 2009 · Donnell, Eric T. et al. · indexed
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Improved Traffic Sign Detection and Recognition Algorithm for Intelligent Vehicles ↗ · 2019 · Cao, Jingwei et al. · indexed
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ATTICA: A Dataset for Arabic Text-Based Traffic Panels Detection · 2021 · Boujemaa, Kaoutar Sefrioui et al. · archived
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Recognition Stage for a Speed Supervisor Based on Road Sign Detection ↗ · 2012 · Carrasco, Juan-Pablo et al. · indexed
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An algorithm for Italian de-restriction signs detection ↗ · 2008 · Caraffi, Claudio et al. · indexed
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Traffic Sign Detection Using a Multi-Scale Recurrent Attention Network ↗ · 2019 · Tian, Yan et al. · indexed
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Pushing the “Speed Limit”: High-Accuracy US Traffic Sign Recognition With Convolutional Neural Networks ↗ · 2016 · Li, Yuan et al. · indexed
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Temporal Optimization of Dynamic Message Signs: A Survival Analysis of Driver Comprehension Factors ↗ · 2026 · Abushattal, Mousa et al. · indexed
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Real-Time Traffic Sign Recognition Based on Efficient CNNs in the Wild ↗ · 2018 · Li, Jia et al. · indexed
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Resource Efficient Hardware Implementation for Real-Time Traffic Sign Recognition · 2018 · Weng, Huai-Mao et al. · archived
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Reliable Traffic Sign Recognition System · 2021 · Atif, Muhammad et al. · archived
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A Lightweight Traffic Sign Small Target Detection Network Suitable for Complex Environments ↗ · 2025 · Feng, Zonghong et al. · indexed
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Thai Traffic Sign Classification and Recognition System Based on Histogram of Gradients, Color Layout Descriptor, and Normalized Correlation Coefficient ↗ · 2020 · Namyang, Nattapol et al. · indexed
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A novel traffic sign recognition approach for open scenarios · 2023 · Weipeng, CAO et al. · archived
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Modular Architecture of Advanced Driver Assistance Systems for Effective Traffic Sign Recognition ↗ · 2023 · Kharchenko, I. K. et al. · indexed
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REAL-TIME TRAFFIC SIGN DETECTION AND MAPPING FOR DRIVER ASSISTANCE USING CNN AND OPEN-SOURCE LIBRARIES ↗ · 2023 · Kumar Singh, Utkarsh et al. · indexed
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Better read it to me: Benefits of audio versions of variable message signs in drivers with dyslexia ↗ · 2020 · Tejero, Pilar et al. · indexed
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Visual perception of traffic sign for autonomous vehicle using k-nearest cluster neighbor classifier ↗ · 2014 · Wahyono et al. · indexed
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DETECTION AND RECOGNITION OF ROAD SIGNS USING YOLOv5 · 2023 · Ettazi, Haitam et al. · archived
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Performance Benchmarking: Pre-trained Models and Custom Convolutional Neural Networks in Deep Learning · 2025 · Sheemona Joseph C. et al. · archived
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Lightweight Traffic Sign Detection Network Based on Weak Semantic Segmentation ↗ · 2022 · ZENG Leiming, HOU Jin, CHEN Zirui, ZHOU Haoran · indexed
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Traffic sign recognition with multi-scale Convolutional Networks · 2011 · Sermanet, Pierre et al. · archived
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A Real-Time Chinese Traffic Sign Detection Algorithm Based on Modified YOLOv2 ↗ · 2017 · Zhang, Jianming et al. · indexed
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COMPARATIVE EVALUATION OF DEEP LEARNING MODELS FOR TRAFFIC SIGN DETECTION AND RECOGNITION ↗ · 2026 · Khassenova, Zarina et al. · indexed
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Real-Time Embedded Traffic Sign Recognition Using Efficient Convolutional Neural Network · 2019 · Bangquan, Xie et al. · archived
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Shape Matching and Color Segmentation Based Traffic Sign Detection System ↗ · 2015 · Wali, Safat · indexed
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A Lightweight Model for Traffic Sign Classification Based on Enhanced LeNet‐5 Network ↗ · 2021 · Zaibi, Ameur et al. · indexed
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Adaptive Fine-tuning for Deep Transfer Learning Based Traffic Signs Classification ↗ · 2021 · Nasri, Ismail et al. · indexed
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Advancing Traffic Sign Recognition: Explainable Deep CNN for Enhanced Robustness in Adverse Environments ↗ · 2025 · Benfaress, Ilyass et al. · indexed
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Restoration of motion-blurred image based on border deformation detection: a traffic sign restoration model. · 2015 · Zeng, Yiliang et al. · archived
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Designing Combinations of Pictogram and Text Size for Icons: Effects of Text Size, Pictogram Size, and Familiarity on Older Adults’ Visual Search Performance ↗ · 2021 · Hou, Guanhua et al. · indexed
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Indonesian Traffic Sign Recognition For Advanced Driver Assistent (ADAS) Using YOLOv4 ↗ · 2020 · Mulyanto, Agus et al. · indexed
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Angle vertex and bisector geometric model for triangular road sign detection ↗ · 2009 · Belaroussi, Rachid et al. · indexed
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Non-Motorized License Plate Recognition and Localization Method Based on Semantic Alignment and Hierarchical Optimization ↗ · 2024 · TAN Ruoqi, DONG Minggang, ZHAO Weixiao, WU Tianhao · indexed
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Orthographic Recognition in Late Adolescents ↗ · 2013 · González-Garrido, Andrés Antonio et al. · indexed