Tyler

Car Models - Stage 1

Object Detection

Roboflow Universe Tyler Car Models - Stage 1
4

Car Models - Stage 1 Computer Vision Project

TRY THIS MODEL
Drop an image or

Images

1644 images
Explore Dataset

This project was built for detecting color and car model using two-stage detection and distance between two cars using mathmatical abstraction: https://github.com/Tyler-Odenthal/Car_Distance_Project

Companion Project: https://universe.roboflow.com/tyler-yonjx/car-colors-1smyc/dataset/5

Objectives for the Project

  • Use Object Detection to Determine Car Model

  • Use Classification to Determine Car Color

  • Bonus: Calculate Distance Between Two Cars

By using two stage detection we can combine 10 car model types and 10 car colors to get 100 different detection combinations. Power of Combinations

Potential Use Cases

  • 200 Amber Alerts each Year -> Enhancing DOT Cameras to Help Track Bad Actors

  • 2B+ Parking Spaces in the USA -> Optimize Parking Garages and Enhance User Experience with Consumer Trends

  • 3.2T+ US Miles Driven Each Year -> Monitoring Flow of Traffic and Estimating Accident Risks Profiles Based on Flow and Car Types

Estimate Distance

GitHub code can be modified to calculate distance between any numbers of cars or model type. Current iteration only accounts for Hyundia Elantra and Kia Rio. Will update code to be more robust if there is significant interest.

Trained Model API

This project has a trained model available that you can try in your browser and use to get predictions via our Hosted Inference API and other deployment methods.

Cite This Project

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

@misc{
                            car-models-stage-1_dataset,
                            title = { Car Models - Stage 1 Dataset },
                            type = { Open Source Dataset },
                            author = { Tyler },
                            howpublished = { \url{ https://universe.roboflow.com/tyler-yonjx/car-models-stage-1 } },
                            url = { https://universe.roboflow.com/tyler-yonjx/car-models-stage-1 },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2023 },
                            month = { sep },
                            note = { visited on 2024-04-29 },
                            }
                        

Connect Your Model With Program Logic

Find utilities and guides to help you start using the Car Models - Stage 1 project in your project.

Source

Tyler

Last Updated

8 months ago

Project Type

Object Detection

Subject

Car-Models

Views: 697

Views in previous 30 days: 102

Downloads: 49

Downloads in previous 30 days: 12

License

CC BY 4.0

Classes

Chevrolet Silverado Ford F-Series Honda CR-V Honda Civic Hyundai Elantra Kia Rio RAM 1500-2500-3500 Toyota Corrola Toyota RAV4 Toyota Tacoma