CARLA Computer Vision Project

momenta

Updated 3 days ago

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Classes (16)
ambulance bike car
firetruck
motobike motorcycle person
police
traffic_light_green
traffic_light_orange
traffic_light_red
traffic_sign_30
traffic_sign_60
traffic_sign_90
truck vehicle

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Description

Here are a few use cases for this project:

  1. Smart Traffic Management System: Use the "road_objects" model to detect and analyze vehicle types, traffic lights, and signs in real-time to optimize traffic signal timings and reduce congestion.

  2. Autonomous Vehicle Assistance: Integrate the model with self-driving cars to enhance their object recognition capabilities for improved navigation, ensuring safer and smoother operation on the roads.

  3. City Infrastructure Planning: Analyze road usage patterns, including vehicle and pedestrian footfall, to make informed decisions on infrastructure expansion or modifications, such as traffic signal locations, lane allocation, and speed limits.

  4. Road Safety Monitoring: Use the model to develop a comprehensive road safety monitoring system that assesses risk factors like speeding, traffic light violations, and the presence of vulnerable road users like pedestrians and cyclists.

  5. Traffic Law Enforcement: Automate the process of identifying and recording traffic law violations, such as speeding or running red lights, using real-time video feeds from traffic cameras to enhance enforcement effectiveness and reduce accidents.

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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{
                            carla-m2omq_dataset,
                            title = { CARLA  Dataset },
                            type = { Open Source Dataset },
                            author = { momenta },
                            howpublished = { \url{ https://universe.roboflow.com/momenta/carla-m2omq } },
                            url = { https://universe.roboflow.com/momenta/carla-m2omq },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2024 },
                            month = { sep },
                            note = { visited on 2024-09-20 },
                            }
                        
                    

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