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
a micro OCR network with 0.07mb params.

MicroOCR a micro OCR network with 0.07mb params. Layer (type) Output Shape Param # Conv2d-1 [-1, 64, 8,

william 29 Aug 06, 2022
Document Layout Analysis Projects

Layout_Analysis Introduction This is an implementation of RLSA and X-Y Cut with OpenCV Dependencies OpenCV 3.0+ How to use Compile with g++ : g++ -std

22 Dec 08, 2022
APS 6º Semestre - UNIP (2021)

UNIP - Universidade Paulista Ciência da Computação (CC) DESENVOLVIMENTO DE UM SISTEMA COMPUTACIONAL PARA ANÁLISE E CLASSIFICAÇÃO DE FORMAS Link do git

Eduardo Talarico 5 Mar 09, 2022
Multi-choice answer sheet correction system using computer vision with opencv & python.

Multi choice answer correction 🔴 5 answer sheet samples with a specific solution for detecting answers and sheet correction. 🔴 By running the soluti

Reza Firouzi 7 Mar 07, 2022
[ICCV, 2021] Cloud Transformers: A Universal Approach To Point Cloud Processing Tasks

Cloud Transformers: A Universal Approach To Point Cloud Processing Tasks This is an official PyTorch code repository of the paper "Cloud Transformers:

Visual Understanding Lab @ Samsung AI Center Moscow 27 Dec 15, 2022
Fatigue Driving Detection Based on Dlib

Fatigue Driving Detection Based on Dlib

5 Dec 14, 2022
Corner-based Region Proposal Network

Corner-based Region Proposal Network CRPN is a two-stage detection framework for multi-oriented scene text. It employs corners to estimate the possibl

xhzdeng 140 Nov 04, 2022
Omdena-abuja-anpd - Automatic Number Plate Detection for the security of lives and properties using Computer Vision.

Omdena-abuja-anpd - Automatic Number Plate Detection for the security of lives and properties using Computer Vision.

Abdulazeez Jimoh 1 Jan 01, 2022
Automatically resolve RidderMaster based on TensorFlow & OpenCV

AutoRiddleMaster Automatically resolve RidderMaster based on TensorFlow & OpenCV 基于 TensorFlow 和 OpenCV 实现的全自动化解御迷士小马谜题 Demo How to use Deploy the ser

神龙章轩 5 Nov 19, 2021
SemTorch

SemTorch This repository contains different deep learning architectures definitions that can be applied to image segmentation. All the architectures a

David Lacalle Castillo 154 Dec 07, 2022
Hand gesture detection project with aweome UI implementation.

an awesome hand gesture detection project for you to be creative! Imagination is the limit to do with this project.

AR Ashraf 39 Sep 26, 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
📷 Face Recognition using Haar-Cascade Classifier, OpenCV, and Python

Face-Recognition-System Face Recognition using Haar-Cascade Classifier, OpenCV and Python. This project is based on face detection and face recognitio

1 Jan 10, 2022
Code for the "Sensing leg movement enhances wearable monitoring of energy expenditure" paper.

EnergyExpenditure Code for the "Sensing leg movement enhances wearable monitoring of energy expenditure" paper. Additional data for replicating this s

Patrick S 42 Oct 26, 2022
Virtualdragdrop - Virtual Drag and Drop Using OpenCV and Arduino

Virtualdragdrop - Virtual Drag and Drop Using OpenCV and Arduino

Rizky Dermawan 4 Mar 10, 2022
Code release for our paper, "SimNet: Enabling Robust Unknown Object Manipulation from Pure Synthetic Data via Stereo"

SimNet: Enabling Robust Unknown Object Manipulation from Pure Synthetic Data via Stereo Thomas Kollar, Michael Laskey, Kevin Stone, Brijen Thananjeyan

68 Dec 14, 2022
graph learning code for ogb

The final code for OGB Installation Requirements: ogb=1.3.1 torch=1.7.0 torch-geometric=1.7.0 torch-scatter=2.0.6 torch-sparse=0.6.9 Baseline models T

PierreHao 20 Nov 10, 2022
LEARN OPENCV IN 3 HOURS USING PYTHON - INCLUDING EXAMPLE PROJECTS

LEARN OPENCV IN 3 HOURS USING PYTHON - INCLUDING EXAMPLE PROJECTS

Murtaza Hassan 815 Dec 29, 2022
Character Segmentation using TensorFlow

Character Segmentation Segment characters and spaces in one text line,from this paper Chinese English mixed Character Segmentation as Semantic Segment

26 Aug 25, 2022
Handwritten Text Recognition (HTR) using TensorFlow 2.x

Handwritten Text Recognition (HTR) system implemented using TensorFlow 2.x and trained on the Bentham/IAM/Rimes/Saint Gall/Washington offline HTR data

Arthur Flôr 160 Dec 21, 2022