AIVI-Car-Scanner Computer Vision Project

MLStudent

Updated 2 years ago

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Classes (89)
Broken - On Back Bumper Center
Broken - On Back Bumper Right
Broken - On Back Right Door
Broken - On Front Bonnet
Broken - On Front Bumper
Broken - On Front Bumper Grill
Broken - On Front Bumper Left
Broken - On Front Bumper Right
Broken - On Front Door Left
Broken - On Front Door Right
Broken - On Front Fender Left
Broken - On Front Fender Right
Broken - On Front Headlight Right
Broken - On Front Left Head Lamp
Broken - On Front NamePlate
Broken - On Front Right Bumper
Broken - On Front Right Fog Lamp
Broken - On Left Tail Lamp
Broken - On Rear Bumper Right
Broken - On Rear Door Left
Broken - On Rear Fender Left
Broken - On Rear Headlight Left
Broken - On Rear Headlight Right
Broken - On Rear Quarter Panel
Broken - On Rear Quarter Panel Right
Broken - On Right Side Back Door
Broken - On Right Tail Light
Dent - On Front Left Bumper
Dent - On Front Left Door
Dent - On Front Left Fender
Dent - On Front Right Bumper
Dent - On Front Right Door
Dent - On Front Right Fender
Dent - On FrontDoor Left
Dent - On Rear Boot Left
Dent - On Rear Boot Right
Dent - On Rear Boot Top
Dent - On Rear Bumper Left
Dent - On Rear Bumper Right
Dent - On Rear Door Left
Dent - On Rear Door Right
Dent - On Rear Quarter Left
Dent - On Rear Quarter Right
Dent - On RearBack Door
Dents - On Front Bonnet
Dents - On Front Fender Left
Dents - On Rear BootRight
Headlights
Logo - Audi Present Front Side
Logo - Audi Present Rear Side
Logo - BMW Present Front Side
Logo - Benz Present Front Side
Logo - Chevrolet Present Front Side
Logo - Chevrolet Present RearSide
Logo - Ford Present Rear Side
Logo - Hyundai Present Front Side
Logo - KIA Present Rear Side
Logo - Lexus Present Front Side
Logo - Lexus Present Rear Side
Logo - Mazda Present Rear Side
Logo - Missing Front Side
Logo - Mitsubishi Present Rear side
Logo - Nissan Present Front Side
Logo - Nissan Present Rear Side
Logo - Renault Present Front Side
Logo - Suzuki Present Front Side
Logo - Toyota Present Front Side
Logo - Toyota Present Rear Side
Logo - Volkswagen Present Back Side
Logo - Volkswagen Present Front Side
Scratches - ON Rear Door Left
Scratches - On Back Bumper
Scratches - On Back Left Bumper
Scratches - On Back RightBumper
Scratches - On Bonnet
Scratches - On Front Bumper
Scratches - On Front Door Left
Scratches - On Front Left Bumper
Scratches - On Front Left Fender
Scratches - On Front Right Bumper
Scratches - On Front Right Door
Scratches - On Front Right Fender
Scratches - On Rear Bumper Right
Scratches - On Rear Door Right
Scratches - On Rear Fender Left
Scratches - On Rear Quarter Panel
Scratches - On Rear Quarter Panel Right
Taillights - Present Left Side
Taillights - Present Right Side

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Description

Here are a few use cases for this project:

  1. Insurance Claim Automation: The AIVI-Car-Scanner could be used to quickly process auto claims by identifying, categorizing, and documenting damage found on a vehicle. This will significantly speed up the claims process and minimize manual or human error.

  2. Vehicle Maintenance Shops: This model would be invaluable to vehicle repair and maintenance shops. They could use it to systematically spot and record damage during inspections, aiding in creating accurate records and providing quotations for repairs.

  3. Vehicle Rental Services: Car rental companies can use this model to detect and document any damages when cars are rented and returned. It will help verify damage claims and ensure customers are charged appropriately for any dents or damages incurred during rental periods.

  4. Car Resale Platforms: Online platforms dealing with used cars can integrate this model to check the condition of cars and provide a detailed damage report for potential buyers. This would provide transparency about car conditions and facilitate trusted transactions.

  5. Automotive Manufacturing Quality Control: Manufacturers can use the model as a part of their quality control process to ensure cars are in pristine condition before they leave the factory. Any detected defects during manufacturing process on various parts can then be corrected promptly before shipment.

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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{
                            aivi-car-scanner_dataset,
                            title = { AIVI-Car-Scanner Dataset },
                            type = { Open Source Dataset },
                            author = { MLStudent },
                            howpublished = { \url{ https://universe.roboflow.com/mlstudent/aivi-car-scanner } },
                            url = { https://universe.roboflow.com/mlstudent/aivi-car-scanner },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2023 },
                            month = { feb },
                            note = { visited on 2024-11-18 },
                            }
                        
                    

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