Traffic Signs Detection 2 Computer Vision Project

Mohamed Wael

Updated 2 years ago

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28

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Classes (30)
50 mph speed limit
Attention Please!
No Entry Pedestrian Crossing Round-About
Speed Limit 20 KMPh
Speed Limit 30 KMPh
Stop_Sign
children
do_not_enter
do_not_u_turn
kavsak
no_parking
no_waiting
parking
speed_limit_100
speed_limit_120
speed_limit_20
speed_limit_30
speed_limit_40
speed_limit_50
speed_limit_60
speed_limit_70
speed_limit_80
speed_limit_90
stop
traffic_sign_30
traffic_sign_60
traffic_sign_90
u_turn

Metrics

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Description

Here are a few use cases for this project:

  1. Smart Traffic Management: Use the "Traffic Signs Detection 2" model to monitor and regulate traffic in real-time, adjusting speed limits, managing pedestrian crossings, and identifying ideal points for parking or no-parking zones.

  2. Autonomous Vehicle Navigation: Integrate the model into self-driving cars to detect and interpret traffic signs, ensuring vehicles comply with speed limits and follow appropriate traffic regulations in areas such as roundabouts and U-turns.

  3. Navigation and Map Applications: Enhance GPS navigation systems and mapping applications by using the model to detect traffic signs, providing more accurate speed limit information and traffic updates to users.

  4. Road Infrastructure Analysis: Employ the model to survey and analyze road infrastructure, identifying where traffic signs may be missing, damaged, or unclear, and helping authorities prioritize maintenance or improvement efforts.

  5. Traffic Education and Training: Use the "Traffic Signs Detection 2" dataset to create immersive, interactive educational experiences for driving schools or traffic safety courses, helping students learn and recognize essential traffic signs more effectively.

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Cite This Project

LICENSE
CC BY 4.0

If you use this dataset in a research paper, please cite it using the following BibTeX:

                        @misc{
                            traffic-signs-detection-2_dataset,
                            title = { Traffic Signs Detection 2 Dataset },
                            type = { Open Source Dataset },
                            author = { Mohamed Wael },
                            howpublished = { \url{ https://universe.roboflow.com/mohamed-wael-oj4cq/traffic-signs-detection-2 } },
                            url = { https://universe.roboflow.com/mohamed-wael-oj4cq/traffic-signs-detection-2 },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2023 },
                            month = { jan },
                            note = { visited on 2024-12-26 },
                            }
                        
                    

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