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Cars
Roboflow hosts the world's biggest set of open-source car datasets and pre-trained computer vision models. The category includes images of cars from around the world, curated and annotated by the Roboflow Community. These projects can help you get started with things like object speed calculation, object tracking, autonomous vehicles, and smart-city transportation innovations.
vehicle detection
- Kasireddy siri vennela
- cars Dataset
- 126 images
Car model detection
- MXK
- Car-model Dataset
- 8132 images
camaro2
- Brian Butka
- carparts Dataset
- 96 images
Self Driving Car
- Roboflow
- obstacles Dataset
- 13280 images
Overview
The original Udacity Self Driving Car Dataset is missing labels for thousands of pedestrians, bikers, cars, and traffic lights. This will result in poor model performance. When used in the context of self driving cars, this could even lead to human fatalities.
We re-labeled the dataset to correct errors and omissions. We have provided convenient downloads in many formats including VOC XML, COCO JSON, Tensorflow Object Detection TFRecords, and more.
Some examples of labels missing from the original dataset:
Stats
The dataset contains 97,942 labels across 11 classes and 15,000 images. There are 1,720 null examples (images with no labels).
All images are 1920x1200 (download size ~3.1 GB). We have also provided a version downsampled to 512x512 (download size ~580 MB) that is suitable for most common machine learning models (including YOLO v3, Mask R-CNN, SSD, and mobilenet).
Annotations have been hand-checked for accuracy by Roboflow.
Annotation Distribution:
Use Cases
Udacity is building an open source self driving car! You might also try using this dataset to do person-detection and tracking.
Using this Dataset
Our updates to the dataset are released under the MIT License (the same license as the original annotations and images).
Note: the dataset contains many duplicated bounding boxes for the same subject which we have not corrected. You will probably want to filter them by taking the IOU for classes that are 100% overlapping or it could affect your model performance (expecially in stoplight detection which seems to suffer from an especially severe case of duplicated bounding boxes).
About Roboflow
Roboflow makes managing, preprocessing, augmenting, and versioning datasets for computer vision seamless.
Developers reduce 50% of their boilerplate code when using Roboflow's workflow, save training time, and increase model reproducibility.
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Tesla
- Alexander Pazhentsev
- Tesla Dataset
- 171 images
cvm
- Brian Butka
- cars Dataset
- 283 images
Police Car IDs
- Bradys Workspce
- Police-Cars Dataset
- 131 images
PKLot
- Brad Dwyer
- spaces Dataset
- 12416 images
The PKLot dataset contains 12,416 images of parking lots extracted from surveilance camera frames. There are images on sunny, cloudy, and rainy days and the parking spaces are labeled as occupied or empty. We have converted the original annotations to a variety of standard object detection formats by enclosing a bounding box around the original dataset's rotated rectangle annotations.
Using this Dataset
The PKLot database is licensed under a Creative Commons Attribution 4.0 License and may be used provided you acknowledge the source by citing the PKLot paper in publications about your research:
Almeida, P., Oliveira, L. S., Silva Jr, E., Britto Jr, A., Koerich, A., PKLot – A robust dataset for parking lot classification, Expert Systems with Applications, 42(11):4937-4949, 2015.
FLIR data set
- Thermal Imaging
- person-bicycle-car-dog Dataset
- 12274 images
Self-Driving Thermal Object-Detection
Overview
This model detects potentially moving objects (cars, bicycles, people, and dogs), to aid in self-driving and autonomous vehicles.
Dataset
The dataset is comprised of over twelve thousand thermal images, largely annotating cars.
Stanford_Car
- Openglpro
- Labeled-all-the-cars Dataset
- 12654 images
Cars - Overhead View
- Car Detection Overhead View
- Cars Dataset
- 166 images
Background Information
This dataset was curated and annotated by Ishaan Singh, a high school student from India.
The original dataset (v1) is composed of 166 images of various cars present in a junkyard. Training Set: 116 images, Validation Set: 33 images, Testing Set: 17 images.
The dataset is available under the Public License.
Ishaan ultimately used this dataset to create a "Drone Surveillance" system to count the cars using YOLOv5 & Deep SORT (Simple Online and Realtime Tracking with a Deep Association Metric) for a contest organized by ComputerVisionZone.
Here is a video of his final submission for the contest:
Video of Ishaan's Final Model
Getting Started
You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model.
Dataset Versions
Version 1 (v1) - 166 images
- Preprocessing: Auto-Orient and Resize (Stretch to 416x416)
- Augmentations: No augmentations applied
- Training Metrics: This version of the dataset was not trained
Tesla Detectors
- sijia.qiu@gmail.com
- Tesla Dataset
- 469 images
object detection
- object detection
- car Dataset
- 22 images
test
- New Workspace
- alpha Dataset
- 33 images
Vehicles-OpenImages
- Roboflow
- vehicles Dataset
- 627 images
Overview
This dataset contains 627 images of various vehicle classes for object detection. These images are derived from the Open Images open source computer vision datasets.
This dataset only scratches the surface of the Open Images dataset for vehicles!
Use Cases
- Train object detector to differentiate between a car, bus, motorcycle, ambulance, and truck.
- Checkpoint object detector for autonomous vehicle detector
- Test object detector on high density of ambulances in vehicles
- Train ambulance detector
- Explore the quality and range of Open Image dataset
Tools Used to Derive Dataset
These images were gathered via the OIDv4 Toolkit This toolkit allows you to pick an object class and retrieve a set number of images from that class with bound box lables.
We provide this dataset as an example of the ability to query the OID for a given subdomain. This dataset can easily be scaled up - please reach out to us if that interests you.
capstone-g7-car-detection
- Sudharsan Rengarajan
- cars Dataset
- 16146 images