Skip to main content

differential geometric computer vision for deep learning

Project description

https://travis-ci.com/arraiyopensource/torchgeometry.svg?branch=master https://codecov.io/github/arraiyopensource/torchgeometry/branch/master/graph/badge.svg https://badge.fury.io/py/torchgeometry.svg Documentation Status

The PyTorch Geometry package is a geometric computer vision library for PyTorch.

It consists of a set of routines and differentiable modules to solve generic geometry computer vision problems. At its core, the package uses PyTorch as its main backend both for efficiency and to take advantage of the reverse-mode auto-differentiation to define and compute the gradient of complex functions.

Installation

From pip:

pip install torchgeometry

From source:

python setup.py install

From source using pip:

pip install git+https://github.com/arraiyopensource/torchgeometry

Quick Usage

import torch
import torchgeometry as tgm

x_rad = tgm.pi * torch.rand(1, 3, 3)
x_deg = tgm.rad2deg(x_rad)

torch.allclose(x_rad, tgm.deg2rad(x_deg))  # True

Examples

Run our Jupyter notebooks examples to learn to use the library.

Cite

If you are using torchgeometry in your research-related documents, it is recommended that you cite the poster.

@misc{Arraiy2018,
 author    = {E. Riba, M. Fathollahi, W. Chaney, E. Rublee and G. Bradski}
 title     = {torchgeometry: when PyTorch meets geometry},
 booktitle = {PyTorch Developer Conference},
 year      = {2018},
 url       = {https://drive.google.com/file/d/1xiao1Xj9WzjJ08YY_nYwsthE-wxfyfhG/view?usp=sharing}
}

Contributing

We appreciate all contributions. If you are planning to contribute back bug-fixes, please do so without any further discussion. If you plan to contribute new features, utility functions or extensions, please first open an issue and discuss the feature with us. Please, consider to read the CONTRIBUTING notes.

Project details


Download files

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

Files for torchgeometry, version 0.1.2
Filename, size File type Python version Upload date Hashes
Filename, size torchgeometry-0.1.2-py2.py3-none-any.whl (42.7 kB) File type Wheel Python version py2.py3 Upload date Hashes View
Filename, size torchgeometry-0.1.2.tar.gz (44.3 kB) File type Source Python version None Upload date Hashes View

Supported by

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