Skip to main content

A framework for training and evaluating object detectors and classifiers in road traffic environment.

Project description

What is PyDriver?
PyDriver is a Python (2.7, 3.x) framework for training and evaluating object detectors and classifiers in road traffic environment. It aims at researchers experimenting with learning based 3D object detection, classification and tracking.
What can I do with PyDriver?

PyDriver helps you with following tasks:

  • read data from standard datasets (currently integrated: KITTI)
  • reconstruct 3D scene from stereo images, detect/remove ground plane, restrict viewport etc.
  • detect 3D keypoints and extract 3D feature descriptors
  • train classifiers available in scikit-learn (support vector machines, decision trees and many more)
  • visualize point clouds, extracted keypoints and detections using Point Cloud Library
  • evaluate produced detections with respect to dataset ground truth

Of course, you can write your own modules and enhancements such as interfaces to your custom dataset or implement novel feature descriptors. The point of PyDriver is to provide a basic pipeline for object detection which you can enhance with your own algorithms without reimplementing the routine stuff.

Which licence does PyDriver use?
PyDriver is subject to the MIT licence.
How do I install PyDriver?
PyDriver installation documentation
Where are the docs?
PyDriver documentation
Where is the source?
The most current development version is available here:

Project details

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distributions (96.5 kB view hashes)

Uploaded source

pydriver-1.0.1.tar.gz (71.9 kB view hashes)

Uploaded source

Built Distributions

pydriver-1.0.1-cp34-none-win_amd64.whl (3.5 MB view hashes)

Uploaded 3 4

pydriver-1.0.1-cp27-none-win_amd64.whl (3.2 MB view hashes)

Uploaded 2 7

Supported by

AWS AWS Cloud computing Datadog Datadog Monitoring Facebook / Instagram Facebook / Instagram PSF Sponsor Fastly Fastly CDN Google Google Object Storage and Download Analytics Huawei Huawei PSF Sponsor Microsoft Microsoft PSF Sponsor NVIDIA NVIDIA PSF Sponsor Pingdom Pingdom Monitoring Salesforce Salesforce PSF Sponsor Sentry Sentry Error logging StatusPage StatusPage Status page