Skip to main content

A Reporer Everyting for traninig CocoDataset

Project description

Introduction

Coco-toolkit is a tool for preparing and analyzing object detection data which is coco json format in Python. Tool countains merge, preprocessing, report and converter modules.

1 - Preprocessing This class obtain preprocess functions for preparing coco json dataset.

2 - Converter This module has converters functions which are Pascal voc to coco json and coco json to tfrecords.

3 - Merge Merge module has multiple coco merge function. It merges all given coco json file and return all in one output folder.

4- Report Report module has analyze dataset functions. These functions are; return information of data set, plots data set information as pie chart, and integrates data set with coco viewer.

System requirements

Installation

Basic usage

1 - Import

1.1 -Import preprocess

from coco_toolkit.helper.preprocess import PreProcess

1.2 -Import merge

from coco_toolkit.helper.merge import merge_multiple_cocos

1.2 -Import report

from coco_toolkit.helper.report import AnalyzeCategories

2 - Sample usage

2.1 - Usage filter class

This function filter given class names. It returns filtered coco json as dictionary and saves filtered coco json file and filtered images in new folder. PreProcess(path).export_according2_class(coco, categories, image_path)

parameter path : This parameter is directory of output.Function saves filtered dataset in this path.

parameter coco : Coco json file as read dictionary

parameter categories : List of to be filtered class names

parameter image_path: Dataset images folder path

coco = PreProcess(path to coco json file).reader() PreProcess(path).export_according2_class(coco, ["human", "car"], "/home/user/data/images")

Check before PR

black . --config pyproject.toml
isort .
pre-commit run --all-files

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

coco_toolkit-0.1.0.tar.gz (17.5 kB view hashes)

Uploaded Source

Built Distribution

coco_toolkit-0.1.0-py3-none-any.whl (18.8 kB view hashes)

Uploaded Python 3

Supported by

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