Skip to main content

Small Particle Detection, a shapes library-based object detector.

Project description

SPADE: Small PArticle DEtection

http://www-sop.inria.fr/morpheme/images/logo2.png

An algorithm primarily design to detect objects whose sizes aren’t larger a few pixels (particles) on fluorescence microscopy images.

It is an simplified version of marked point process.

Requirements

SPADE has only been tested with Python 3.5 but should work with older versions. The only strict requirement is the package numpy. In order to use SPADE to its full extent, we recommend installing the scikit-image package and the full scipy ecosystem.

Usage

You can install the package using PIP. The main function, spade2d, is in the spade.detection_2d module. It takes an image, a shapes library and a threshold as input. See the examples in the example folder for more information.

Also provided is a command line interface, that can be used as following:

python -m spade.cli INPUT_IMAGE THRESHOLD -o /path/to/output_image.png

Launch this command with -h for more information on its usage.

Take a look at the files in the example folder to see how to use SPADE from within a python script.

Authors & Acknowledgments

SPADE was developed by Nicolas Cedilnik, Éric Debreuve and Xavier Descombes at the MORPHEME team.

If you use SPADE for your scientific work, please include this bibtex (or equivalent) entry:

@misc{cedilnik2016spade,
  title={SPADE: Small particle detection}
  author={Cedilnik, Nicolas and Debreuve, Éric and Descombes, Xavier}
  url={https://pypi.python.org/pypi/small-particle-detection}
  year={2016}
}

License

SPADE is released under the CeCILL-2.1 licence.

Project details


Download files

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

Source Distribution

small-particle-detection-0.0.1a6.tar.gz (90.4 kB view details)

Uploaded Source

File details

Details for the file small-particle-detection-0.0.1a6.tar.gz.

File metadata

File hashes

Hashes for small-particle-detection-0.0.1a6.tar.gz
Algorithm Hash digest
SHA256 ebfd5907902975b1b32f937ba3952ab1048064153d9a4f51b01271a71df6572c
MD5 12f2d11ca9e0bab013ead82483bf9e0d
BLAKE2b-256 4cc35b6217182fdaea3c02474ffb65a935da8b0d5028df53b43ad7bf0a5ba441

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page