Data Computer Vision Project

trafficsigns

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Classes (29)
10 MPH
15 MPH
20 MPH
25 MPH
30 MPH
35 MPH
40 MPH
45 MPH
5 MPH
Car
Crossing-sign
Deer
Green Arrow
Green Light
LeftTurnOnly
Limit Line
Person
Red Arrow
RightTurnOnly
Stop sign Traffic Light
TrafficLightRedBall
Train-barrier
Type III Barricade
Yellow Light
YellowArrow
oneway
traffic barrel
yield

Metrics

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Description

Here are a few use cases for this project:

  1. Traffic Management and Control Systems: This model can be utilized for smart traffic management systems. It can recognize a variety of traffic signals and signs (e.g. green/red lights, stop/yield signs) and vehicle speeds, enabling automatic traffic flow regulation and accident prevention.

  2. Autonomous Vehicle Navigation: An integral part of an autonomous vehicle's driving system, this model can identify various road signs, traffic lights, animals (e.g., deer), and other vehicles. This will help in real-time decision-making on speed controls, lane changes, turns, and emergency stops.

  3. Traffic Rule Enforcement: This model can be used in traffic cameras to identify if drivers are respecting traffic limits and road signs. It detects various speed limitations and can identify whether cars are over-speeding, not respecting 'oneway' or 'right/left turn only' signs, etc., aiding law enforcement agencies.

  4. Road Infrastructure Monitoring: The model can help identify the presence and conditions of traffic management items like traffic barrels, barricades, and train-barriers. This information can assist in timely repair and maintenance for public safety.

  5. Wildlife Collision Prevention Systems: The model's ability to detect animals like deer could be utilized in systems designed to prevent collisions with wildlife on the roads. When such animals are detected, drivers can be alerted to slow down or stop.

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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{
                            data-o62fq-ywf7f_dataset,
                            title = { Data Dataset },
                            type = { Open Source Dataset },
                            author = { trafficsigns },
                            howpublished = { \url{ https://universe.roboflow.com/trafficsigns-lbqta/data-o62fq-ywf7f } },
                            url = { https://universe.roboflow.com/trafficsigns-lbqta/data-o62fq-ywf7f },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2024 },
                            month = { nov },
                            note = { visited on 2024-11-21 },
                            }
                        
                    

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