car-highway Computer Vision Project
Car-Highway Data Annotation Project
Introduction
In this project, we aim to annotate car images captured on highways. The annotated data will be used to train machine learning models for various computer vision tasks, such as object detection and classification.
Project Goals
- Collect a diverse dataset of car images from highway scenes.
- Annotate the dataset to identify and label cars within each image.
- Organize and format the annotated data for machine learning model training.
Tools and Technologies
For this project, we will be using Roboflow, a powerful platform for data annotation and preprocessing. Roboflow simplifies the annotation process and provides tools for data augmentation and transformation.
Annotation Process
- Upload the raw car images to the Roboflow platform.
- Use the annotation tools in Roboflow to draw bounding boxes around each car in the images.
- Label each bounding box with the corresponding class (e.g., car).
- Review and validate the annotations for accuracy.
Data Augmentation
Roboflow offers data augmentation capabilities, such as rotation, flipping, and resizing. These augmentations can help improve the model's robustness.
Data Export
Once the data is annotated and augmented, Roboflow allows us to export the dataset in various formats suitable for training machine learning models, such as YOLO, COCO, or TensorFlow Record.
Milestones
- Data Collection and Preprocessing
- Annotation of Car Images
- Data Augmentation
- Data Export
- Model Training
Conclusion
By completing this project, we will have a well-annotated dataset ready for training machine learning models. This dataset can be used for a wide range of applications in computer vision, including car detection and tracking on highways.
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-highway_dataset,
title = { car-highway Dataset },
type = { Open Source Dataset },
author = { Sallar },
howpublished = { \url{ https://universe.roboflow.com/sallar/car-highway } },
url = { https://universe.roboflow.com/sallar/car-highway },
journal = { Roboflow Universe },
publisher = { Roboflow },
year = { 2023 },
month = { sep },
note = { visited on 2024-05-03 },
}
Connect Your Model With Program Logic
Find utilities and guides to help you start using the car-highway project in your project.
