draw ROC,PR curve and calculate AUC MAP IoU for image semantic segmentation problem
Project description
====
autometric
====
``autometric`` is to help draw ROC,PR curves for image semantic segmentation problem.When you have groundtruth image and
predict probabilistic image,this package can draw ROC,PR curves and save them to your savepath.It can also calculate FPR
(False Positive Rate) TPR(True Positive Rate) AUC(Area under Curve) MAP(Mean Average Precision) IoU(Intersection over Union)
at the same time.
Usage
-----
``autometric`` include the following function/class:
- ``CollectData``: a ``class`` to calculate FPR,TPR,AUC,MAP,IOU
- ``DrawCurve``: a ``class`` to draw and save ROC PR curves
- ``fileList``: a ``function`` to collect file to a list
- ``drawCurve``: a ``function`` to draw curves and calculate parameters.Read example.py to get an idea of how to use!
.. image:: url(https://i.imgur.com/ZCNAIFw.png)
:width: 500px
:alt: Sphinx Neo-Hittite
:target:
autometric
====
``autometric`` is to help draw ROC,PR curves for image semantic segmentation problem.When you have groundtruth image and
predict probabilistic image,this package can draw ROC,PR curves and save them to your savepath.It can also calculate FPR
(False Positive Rate) TPR(True Positive Rate) AUC(Area under Curve) MAP(Mean Average Precision) IoU(Intersection over Union)
at the same time.
Usage
-----
``autometric`` include the following function/class:
- ``CollectData``: a ``class`` to calculate FPR,TPR,AUC,MAP,IOU
- ``DrawCurve``: a ``class`` to draw and save ROC PR curves
- ``fileList``: a ``function`` to collect file to a list
- ``drawCurve``: a ``function`` to draw curves and calculate parameters.Read example.py to get an idea of how to use!
.. image:: url(https://i.imgur.com/ZCNAIFw.png)
:width: 500px
:alt: Sphinx Neo-Hittite
:target:
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
autometric-0.1.tar.gz
(1.6 kB
view details)
Built Distribution
File details
Details for the file autometric-0.1.tar.gz
.
File metadata
- Download URL: autometric-0.1.tar.gz
- Upload date:
- Size: 1.6 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 44e1c4c96d888a50fdc44390feb2ebc11cfce56425d5bce0cd941b9deb2c5792 |
|
MD5 | c258309a936b042ac71ea0ce56abb883 |
|
BLAKE2b-256 | 86012b29cda2c67be676eec396539c025828ce2904bcaa3472b28cc6ad7ff3f2 |
File details
Details for the file autometric-0.1-py2.py3-none-any.whl
.
File metadata
- Download URL: autometric-0.1-py2.py3-none-any.whl
- Upload date:
- Size: 3.1 kB
- Tags: Python 2, Python 3
- Uploaded using Trusted Publishing? No
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | e34e84349d665faf4976ab4168ce7cc51f046ac5037a29f63f0612474de38b60 |
|
MD5 | 84c6108a6a88a2a2aeb563139b5b2141 |
|
BLAKE2b-256 | ab0fb3df994de8e03642fb5dac05ff7775a15c91e2b72ea9054e4147a667b4bf |