An interactive document scanner built in Python using OpenCV

Overview

Document Scanner

An interactive document scanner built in Python using OpenCV

The scanner takes a poorly scanned image, finds the corners of the document, applies the perspective transformation to get a top-down view of the document, sharpens the image, and applies an adaptive color threshold to clean up the image.

On my test dataset of 280 images, the program correctly detected the corners of the document 92.8% of the time.

This project makes use of the transform and imutils modules from pyimagesearch (which can be accessed here). The UI code for the interactive mode is adapted from poly_editor.py from here.

  • You can manually click and drag the corners of the document to be perspective transformed: Example of interactive GUI

  • The scanner can also process an entire directory of images automatically and save the output in an output directory: Image Directory of images to be processed

Here are some examples of images before and after scan:

Usage

python scan.py (--images 
   
     | --image 
    
     ) [-i]

    
   
  • The -i flag enables interactive mode, where you will be prompted to click and drag the corners of the document. For example, to scan a single image with interactive mode enabled:
python scan.py --image sample_images/desk.JPG -i
  • Alternatively, to scan all images in a directory without any input:
python scan.py --images sample_images
Owner
Kushal Shingote
Android Developer📱📱 iOS Apps📱📱 Swift | Xcode | SwiftUI iOS Swift development📱 Kotlin Application📱📱 iOS📱 Artificial Intelligence 💻 Data science
Kushal Shingote
A program that takes in the hand gesture displayed by the user and translates ASL.

Interactive-ASL-Recognition Using the framework mediapipe made by google, OpenCV library and through self teaching, I was able to create a program tha

Riddhi Bajaj 3 Nov 22, 2021
Super Mario Game With Python

Super_Mario Hello all this is a simple python program which tries to use our body as a controller for the super mario game Here I have used media pipe

Adarsh Badagala 219 Nov 25, 2022
This is a repository to learn and get more computer vision skills, make robotics projects integrating the computer vision as a perception tool and create a lot of awesome advanced controllers for the robots of the future.

This is a repository to learn and get more computer vision skills, make robotics projects integrating the computer vision as a perception tool and create a lot of awesome advanced controllers for the

Elkin Javier Guerra Galeano 17 Nov 03, 2022
An Implementation of the seglink alogrithm in paper Detecting Oriented Text in Natural Images by Linking Segments

Tips: A more recent scene text detection algorithm: PixelLink, has been implemented here: https://github.com/ZJULearning/pixel_link Contents: Introduc

dengdan 484 Dec 07, 2022
PSENet - Shape Robust Text Detection with Progressive Scale Expansion Network.

News Python3 implementations of PSENet [1], PAN [2] and PAN++ [3] are released at https://github.com/whai362/pan_pp.pytorch. [1] W. Wang, E. Xie, X. L

1.1k Dec 24, 2022
A simple demo program for using OpenCV on Android

Kivy OpenCV Demo A simple demo program for using OpenCV on Android Build with: buildozer android debug deploy run Run (on desktop) with: python main.p

Andrea Ranieri 13 Dec 29, 2022
A tool combining EasyOCR and LaMa to automatically detect text and replace it with an inpainted background.

EasyLaMa (WIP) This is a tool combining EasyOCR and LaMa to automatically detect text and replace it with an inpainted background. Installation For GP

3 Sep 17, 2022
Web interface for browsing arXiv papers

Currently, arxivbox considers only major computer vision and machine learning conferences

Ankan Kumar Bhunia 12 Sep 11, 2022
ISI's Optical Character Recognition (OCR) software for machine-print and handwriting data

VistaOCR ISI's Optical Character Recognition (OCR) software for machine-print and handwriting data Publications "How to Efficiently Increase Resolutio

ISI Center for Vision, Image, Speech, and Text Analytics 21 Dec 08, 2021
基于图像识别的开源RPA工具,理论上可以支持所有windows软件和网页的自动化

SimpleRPA 基于图像识别的开源RPA工具,理论上可以支持所有windows软件和网页的自动化 简介 SimpleRPA是一款python语言编写的开源RPA工具(桌面自动控制工具),用户可以通过配置yaml格式的文件,来实现桌面软件的自动化控制,简化繁杂重复的工作,比如运营人员给用户发消息,

Song Hui 7 Jun 26, 2022
QED-C: The Quantum Economic Development Consortium provides these computer programs and software for use in the fields of quantum science and engineering.

Application-Oriented Performance Benchmarks for Quantum Computing This repository contains a collection of prototypical application- or algorithm-cent

SRI International 67 Nov 30, 2022
Introduction to image processing, most used and popular functions of OpenCV

👀 OpenCV 101 Introduction to image processing, most used and popular functions of OpenCV go here.

Vusal Ismayilov 3 Jul 02, 2022
A python programusing Tkinter graphics library to randomize questions and answers contained in text files

RaffleOfQuestions Um programa simples em python, utilizando a biblioteca gráfica Tkinter para randomizar perguntas e respostas contidas em arquivos de

Gabriel Ferreira Rodrigues 1 Dec 16, 2021
Demo for the paper "Overlap-aware low-latency online speaker diarization based on end-to-end local segmentation"

Streaming speaker diarization Overlap-aware low-latency online speaker diarization based on end-to-end local segmentation by Juan Manuel Coria, Hervé

Juanma Coria 185 Jan 01, 2023
A semi-automatic open-source tool for Layout Analysis and Region EXtraction on early printed books.

LAREX LAREX is a semi-automatic open-source tool for layout analysis on early printed books. It uses a rule based connected components approach which

162 Jan 05, 2023
color detection using python

colordetection color detection using python In this color detection Python project, we are going to build an application through which you can automat

Ruchith Kumar 1 Nov 04, 2021
A python scripts that uses 3 different feature extraction methods such as SIFT, SURF and ORB to find a book in a video clip and project trailer of a movie based on that book, on to it.

A python scripts that uses 3 different feature extraction methods such as SIFT, SURF and ORB to find a book in a video clip and project trailer of a movie based on that book, on to it.

tooraj taraz 3 Feb 10, 2022
kaldi-asr/kaldi is the official location of the Kaldi project.

Kaldi Speech Recognition Toolkit To build the toolkit: see ./INSTALL. These instructions are valid for UNIX systems including various flavors of Linux

Kaldi 12.3k Jan 05, 2023
Amazing 3D explosion animation using Pygame module.

3D Explosion Animation 💣 💥 🔥 Amazing explosion animation with Pygame. 💣 Explosion physics An Explosion instance is made of a set of Particle objec

Dylan Tintenfich 12 Mar 11, 2022
Augmenting Anchors by the Detector Itself

Augmenting Anchors by the Detector Itself Introduction It is difficult to determine the scale and aspect ratio of anchors for anchor-based object dete

4 Nov 06, 2022