Dirty, ugly, and hopefully useful OCR of Facebook Papers docs released by Gizmodo

Overview

Quick and Dirty OCR of Facebook Papers

Gizmodo has been working through the Facebook Papers and releasing the docs that they process and review.

As luck would have it, I had some ugly but functional code lying around that would do a first pass on OCR on these docs. That code is in the pdf_to_image.py script. I'd welcome improvement to the code, especially in image cleanup prior to OCR (lines 92-97, approx). I experimented with cleaning up the image via PIL and cv2, but the results were less accurate, almost certainly due to my lack of familiarity with either of these approaches.

These Facebook Papers are especially challenging from an OCR perspective because many of them are pictures taken of a screen, so the base image quality isn't especially good. Because of this, not every document can be processed cleanly, and the documents that do get processed have some cruft in them.

With that said, the text pulled from these files simplifies the process of parsing through a large amount of data for keywords.

Other (Better) Options

This OCR should be seen as a first step. Text files are generally a decent starting point because they allow for a wide range of follow on analysis.

And, other/better options exist. For a comprehensive, contained analysis, these other options will almost certainly be a better choice.

Want to help?

If you want to collaborate on this project, let me know!

Owner
Bill Fitzgerald
Bill Fitzgerald
Face_mosaic - Mosaic blur processing is applied to multiple faces appearing in the video

動機 face_recognitionを使用して得られる顔座標は長方形であり、この座標をそのまま用いてぼかし処理を行った場合得られる画像は醜い。 それに対してモ

Yoshitsugu Kesamaru 6 Feb 03, 2022
This project modify tensorflow object detection api code to predict oriented bounding boxes. It can be used for scene text detection.

This is an oriented object detector based on tensorflow object detection API. Most of the code is not changed except for those related to the need of

Dafang He 30 Oct 22, 2022
Python-based tools for document analysis and OCR

ocropy OCRopus is a collection of document analysis programs, not a turn-key OCR system. In order to apply it to your documents, you may need to do so

OCRopus 3.2k Dec 31, 2022
How to detect objects in real time by using Jupyter Notebook and Neural Networks , by using Yolo3

Real Time Object Recognition From your Screen Desktop . In this post, I will explain how to build a simply program to detect objects from you desktop

Ruslan Magana Vsevolodovna 2 Sep 28, 2022
Code for the paper "Controllable Video Captioning with an Exemplar Sentence"

SMCG Code for the paper "Controllable Video Captioning with an Exemplar Sentence" Introduction We investigate a novel and challenging task, namely con

10 Dec 04, 2022
A bot that plays TFT using OCR. Keeps track of bench, board, items, and plays the user defined team comp.

NOTES: To ensure best results, make sure you are running this on a computer that has decent specs. 1920x1080 fullscreen is required in League, game mu

francis 125 Dec 30, 2022
Regions sanitàries (RS), Sectors Sanitàris (SS) i Àrees Bàsiques de Salut (ABS) de Catalunya

Regions sanitàries (RS), Sectors Sanitaris (SS), Àrees de Gestió Assistencial (AGA) i Àrees Bàsiques de Salut (ABS) de Catalunya Fitxers GeoJSON de le

Glòria Macià Muñoz 2 Jan 23, 2022
Text recognition (optical character recognition) with deep learning methods.

What Is Wrong With Scene Text Recognition Model Comparisons? Dataset and Model Analysis | paper | training and evaluation data | failure cases and cle

Clova AI Research 3.2k Jan 04, 2023
Python library to extract tabular data from images and scanned PDFs

Overview ExtractTable - API to extract tabular data from images and scanned PDFs The motivation is to make it easy for developers to extract tabular d

Org. Account 165 Dec 31, 2022
Captcha Recognition

The objective of this project is to recognize the target numbers in the captcha images correctly which would tell us how good or bad a captcha system has been built.

Mohit Kaushik 5 Feb 20, 2022
An application of high resolution GANs to dewarp images of perturbed documents

Docuwarp This project is focused on dewarping document images through the usage of pix2pixHD, a GAN that is useful for general image to image translat

Thomas Huang 97 Dec 25, 2022
Course material for the Multi-agents and computer graphics course

TC2008B Course material for the Multi-agents and computer graphics course. Setup instructions Strongly recommend using a custom conda environment. Ins

16 Dec 13, 2022
Genalog is an open source, cross-platform python package allowing generation of synthetic document images with custom degradations and text alignment capabilities.

Genalog is an open source, cross-platform python package allowing generation of synthetic document images with custom degradations and text alignment capabilities.

Microsoft 235 Dec 22, 2022
A facial recognition program that plays a alarm (mp3 file) when a person i seen in the room. A basic theif using Python and OpenCV

Home-Security-Demo A facial recognition program that plays a alarm (mp3 file) when a person is seen in the room. A basic theif using Python and OpenCV

SysKey 4 Nov 02, 2021
A simple Digits Recogniser made in Python

⭐ Python Digit Recogniser A simple digit Recogniser made in Python Demo Run Locally Clone the project git clone https://github.com/yashraj-n/python-

Yashraj narke 4 Nov 29, 2021
Detect the mathematical formula from the given picture and the same formula is extracted and converted into the latex code

Mathematical formulae extractor The goal of this project is to create a learning based system that takes an image of a math formula and returns corres

6 May 22, 2022
Sort By Face

Sort-By-Face This is an application with which you can either sort all the pictures by faces from a corpus of photos or retrieve all your photos from

0 Nov 29, 2021
STEFANN: Scene Text Editor using Font Adaptive Neural Network

STEFANN: Scene Text Editor using Font Adaptive Neural Network @ The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2020.

Prasun Roy 208 Dec 11, 2022
Automatically fishes for you while you are afk :)

Dank-memer-afk-script A simple and quick way to make easy money in Dank Memer! How to use Open a discord channel which has the Dank Memer bot enabled.

Pranav Doshi 9 Nov 11, 2022
Bu uygulamada Python ve Opencv kullanarak bilgisayar kamerasından yüz tespiti yapıyoruz.

opencv_yuz_bulma Bu uygulamada Python ve Opencv kullanarak bilgisayar kamerasından yüz tespiti yapıyoruz. Bilgisarın kendi kamerasını kullanmak için;

Ahmet Haydar Ornek 6 Apr 16, 2022