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Python

cvints

The library for solving frequently encountered problems in the field of computer vision

Installation

Development version

With pip

pip3 install git+https://github.com/VasilyBoychuk/cvints.git

Library structure

The library has several main entities:

Dataset

You can store information about train/validation/test dataset in the Dataset-like classes. To do this, specify the paths to images and annotation files.

Model

You can define model using model meta-data like input images size, post-processing methods, etc

Processing results

Store model processing results with useful images info to chose post-processing methods to complete and evaluate your model

Metrics

Chose some existed metrics for you Task, or implement some specific one.

Experiment

You can think of the entire process of evaluating the model's performance with data as an experiment in which all actions with other entities take place

Examples

  • Check dataset before start testing model with it (rus | eng)
  • Calculate metrics and check model results on an object detection task (rus | eng)

About

cvints is a library to solve common sub-tasks in computer vision tasks domain

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