Seeks to remove text from an image in a convincing way.

Overview

Text-Removal

This is a Computer Vision project that seeks to successfully remove text from an image by covering the text areas in a convincing way.

Here is the current method of removing the text: First, the most recurrent RGB colour in the image is determined. This is done by keeping a tally of the colours in the image, starting from the top left corner, that are stored in a dictionary. If a color appears more than all the other colours or it's tally count is greater than the total number of pixels in the image divided by 8, then the color is assumed to be the background color. This is all performed in a thread, using the built-in multiprocessing library, as this process can be very time consuming.

Next, the locations of the text are predicted. This is done using "frozen_east_text_detection.pb." It has proven to be very successful in locating areas that have text.

Finally, a rectangle, the text bounding box, is drawn around the text areas. The pixels within the text bounding box are changed to the same colour as that of the background color which was found previously. Then the new image is displayed.

The main issue with this method is the determining of the background color. Many cases could present themselves where the color found to be the most recurrent is not actually the color of the area surrounding the text or of the background of the image as a whole.

Further research will be done in an attempt to further improve this project.

You might also like...
A pure python implementation of the GIMP XCF image format. Use this to interact with GIMP image formats
A pure python implementation of the GIMP XCF image format. Use this to interact with GIMP image formats

Pure Python implementation of the GIMP image formats (.xcf projects as well as brushes, patterns, etc)

Image-Viewer is a Windows image viewer based on Python 3.
Image-Viewer is a Windows image viewer based on Python 3.

Image-Viewer Hi! Image-Viewer is a Windows image viewer based on Python 3. Using You must download Image-Viewer.exe from the root of the repository. T

Image Reading, Metadata Conversion, and Image Writing for Microscopy Images in Python

AICSImageIO Image Reading, Metadata Conversion, and Image Writing for Microscopy Images in Pure Python Features Supports reading metadata and imaging

Seaborn-image is a Python image visualization library based on matplotlib and provides a high-level API to draw attractive and informative images quickly and effectively.
Seaborn-image is a Python image visualization library based on matplotlib and provides a high-level API to draw attractive and informative images quickly and effectively.

seaborn-image: image data visualization Description Seaborn-image is a Python image visualization library based on matplotlib and provides a high-leve

This app finds duplicate to near duplicate images by generating a hash value for each image stored with a specialized data structure called VP-Tree which makes searching an image on a dataset of 100Ks almost instantanious
This app finds duplicate to near duplicate images by generating a hash value for each image stored with a specialized data structure called VP-Tree which makes searching an image on a dataset of 100Ks almost instantanious

Offline Reverse Image Search Overview This app finds duplicate to near duplicate images by generating a hash value for each image stored with a specia

Quickly 'anonymize' all people in an image. This script will put a black bar over all eye-pairs in an image

Face-Detacher Quickly 'anonymize' all people in an image. This script will put a black bar over all eye-pairs in an image This is a small python scrip

Fast Image Retrieval is an open source image retrieval framework

Fast Image Retrieval is an open source image retrieval framework release by Center of Image and Signal Processing Lab (CISiP Lab), Universiti Malaya. This framework implements most of the major binary hashing methods, together with both popular backbone networks and public datasets.

Fast Image Retrieval (FIRe) is an open source image retrieval project

Fast Image Retrieval (FIRe) is an open source image retrieval project release by Center of Image and Signal Processing Lab (CISiP Lab), Universiti Malaya. This project implements most of the major binary hashing methods to date, together with different popular backbone networks and public datasets.

A Python Script to convert Normal PNG Image to Apple iDOT PNG Image.

idot-png-encoder A Python Script to convert Normal PNG Image to Apple iDOT PNG Image (Multi-threaded Decoding PNG). Usage idotpngencoder.py -i inputf

Owner
null
Rembg is a tool to remove images background.

Rembg is a tool to remove images background.

Daniel Gatis 7.8k Jan 5, 2023
Conversion of Image, video, text into ASCII format

asciju Python package that converts image to ascii Free software: MIT license

Aju Tamang 11 Aug 22, 2022
ScreenTeX is a tool that grabs all text when taking a screenshot rather than getting an image.

The ScreenTeX project By: Seanpm2001 / ScreenTeX, Et; Al. Top README.md Read this article in a different language ?? List of languages Sorted by: A-Z

Sean P. Myrick V19.1.7.2 3 Oct 25, 2022
A simple image to text converter with GUI!

TEXTEMAGE! Textemage is a quick tool that extracts text from images, it is a Python based GUI program(also available in executable version). This is a

Akascape 5 Oct 26, 2022
Convert a DOS Punk image to text

DOS Punk Text Inspired by MAX CAPACITY's DOS Punks & the amazing DOS Punk community. DOS Punk Text is a Python 3 script that renders a DOS Punk image

null 4 Jan 13, 2022
Raven is a tool written in Python3 allowing you to generate an unique image with some text.

?? Raven is a tool written in Python3 allowing you to generate an unique image with some text. It does it by searching the text on Google, do

Billy 39 Dec 20, 2022
An open source image editor which can manipulate an image in many ways!

Image Editor - An open source image editor which can manipulate an image in many ways! If you need any more modes in repo or I

TroJanzHEX 44 Nov 17, 2022
Image enhancing model for making a blurred image to be somehow clearer than before

This is a very small prject which helps in enhancing the images by taking a Input images. This project has many features like detcting the faces and enhaning the faces itself and also a feature which enhances the whole image

null 3 Dec 3, 2021
Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one machine.

img2dataset Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one machine. Also supports

Romain Beaumont 1.4k Jan 1, 2023
Nanosensor Image Processor (NanoImgPro), a python-based image analysis tool for dopamine nanosensors

NanoImgPro Nanosensor Image Processor (NanoImgPro), a python-based image analysis tool for dopamine nanosensors NanoImgPro.py contains the main class

null 1 Mar 2, 2022