Car parts Computer Vision Project

project-p5nyc

Updated 2 years ago

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Classes (20)
Car boot
Car hood
Driver's door - (F/R)
Fender - (F/L)
Fender - (F/R)
Fender - (R/L)
Fender - (R/R)
Front bumper
Headlight - (L)
Headlight - (R)
Passenger's door - (F/L)
Passenger's door - (R/L)
Passenger's door - (R/R)
Rear bumper
Rear light - (L)
Rear light - (R)
Side bumper - (L)
Side bumper - (R)
Side mirror - (L)
Side mirror - (R)
Description

Here are a few use cases for this project:

  1. Automotive Repair and Maintenance: Mechanics can use the "Car parts" computer vision model to identify and locate specific car parts quickly, leading to faster repair and maintenance times. It can also help train new mechanics in recognizing various car parts.

  2. Insurance Claim Assessment: Car insurance companies can use the model to analyze and process claims related to accidents more accurately. By assessing the damaged car parts in images or videos, insurers can estimate repair costs and validate claims more effectively.

  3. Car Parts eCommerce: Online retailers selling car parts can use the model for inventory management and cataloging purposes. Customers can upload images of the parts they need, and the computer vision model can recognize the specific part and automatically display relevant products available for purchase.

  4. Car Manufacturing and Assembly: In the automotive industry, the model can be deployed on assembly lines to verify that each car component is in its correct position and orientation before proceeding to the next step in the assembly process. This can reduce human error and improve overall production efficiency.

  5. Vehicle Recycling and Salvage: The model can be employed in automotive recycling and salvage yards to identify valuable car parts suitable for resale, providing a cost-effective and environmentally friendly option for after-market consumers. It can also aid in the proper disposal of non-usable parts to reduce environmental impact.

Supervision

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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{
                            car-parts-o7dlr_dataset,
                            title = { Car parts Dataset },
                            type = { Open Source Dataset },
                            author = { project-p5nyc },
                            howpublished = { \url{ https://universe.roboflow.com/project-p5nyc/car-parts-o7dlr } },
                            url = { https://universe.roboflow.com/project-p5nyc/car-parts-o7dlr },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2023 },
                            month = { mar },
                            note = { visited on 2024-12-26 },
                            }
                        
                    

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