Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation

Related tags

Computer Visioncorner
Overview

This is the official implementation of "Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation".

For more details, please refer to our paper.

Citing the paper

Please cite the paper in your publications if it helps your research:

@inproceedings{lyu2018multi,
      title={Multi-oriented scene text detection via corner localization and region segmentation},
      author={Lyu, Pengyuan and Yao, Cong and Wu, Wenhao and Yan, Shuicheng and Bai, Xiang},
      booktitle={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
      pages={7553--7563},
      year={2018}
}

Contents

  1. Requirements
  2. Installation
  3. Models
  4. Test
  5. Train
  6. License

Requirements

  • NVIDIA GPU, Ubuntu 14.04, Python2.7, CUDA8/9
  • PyTorch 0.2.0_3

Installation

git clone https://github.com/lvpengyuan/corner.git
sh ./make.sh   or  cd rpsroi_pooling && python build.py

Models

Download the model and place it in weights/

Our trained model: Google Drive;

Test

You can test a model in a single scale:

python eval_all.py

or in multi-scale:

python eval_multiscale.py

Note that, you should modify the model path and the test dataset before testing.

Train

python train.py

To train a new model, you should modify the training settings before training.

License

This code is only for academic purpose.

Owner
Pengyuan Lyu
Pengyuan Lyu
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
Handwriting Recognition System based on a deep Convolutional Recurrent Neural Network architecture

Handwriting Recognition System This repository is the Tensorflow implementation of the Handwriting Recognition System described in Handwriting Recogni

Edgard Chammas 346 Jan 07, 2023
Convolutional Recurrent Neural Networks(CRNN) for Scene Text Recognition

CRNN_Tensorflow This is a TensorFlow implementation of a Deep Neural Network for scene text recognition. It is mainly based on the paper "An End-to-En

MaybeShewill-CV 1000 Dec 27, 2022
Dataset and Code for ICCV 2021 paper "Real-world Video Super-resolution: A Benchmark Dataset and A Decomposition based Learning Scheme"

Dataset and Code for RealVSR Real-world Video Super-resolution: A Benchmark Dataset and A Decomposition based Learning Scheme Xi Yang, Wangmeng Xiang,

Xi Yang 91 Nov 22, 2022
This is a GUI for scrapping PDFs with the help of optical character recognition making easier than ever to scrape PDFs.

pdf-scraper-with-ocr With this tool I am aiming to facilitate the work of those who need to scrape PDFs either by hand or using tools that doesn't imp

Jacobo José Guijarro Villalba 75 Oct 21, 2022
Detect handwritten words in a text-line (classic image processing method).

Word segmentation Implementation of scale space technique for word segmentation as proposed by R. Manmatha and N. Srimal. Even though the paper is fro

Harald Scheidl 190 Jan 03, 2023
Deep learning based page layout analysis

Deep Learning Based Page Layout Analyze This is a Python implementaion of page layout analyze tool. The goal of page layout analyze is to segment page

186 Dec 29, 2022
Papers, Datasets, Algorithms, SOTA for STR. Long-time Maintaining

Scene Text Recognition Recommendations Everythin about Scene Text Recognition SOTA • Papers • Datasets • Code Contents 1. Papers 2. Datasets 2.1 Synth

Deep Learning and Vision Computing Lab, SCUT 197 Jan 05, 2023
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
Distilling Knowledge via Knowledge Review, CVPR 2021

ReviewKD Distilling Knowledge via Knowledge Review Pengguang Chen, Shu Liu, Hengshuang Zhao, Jiaya Jia This project provides an implementation for the

DV Lab 194 Dec 28, 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
Source code of our TPAMI'21 paper Dual Encoding for Video Retrieval by Text and CVPR'19 paper Dual Encoding for Zero-Example Video Retrieval.

Dual Encoding for Video Retrieval by Text Source code of our TPAMI'21 paper Dual Encoding for Video Retrieval by Text and CVPR'19 paper Dual Encoding

81 Dec 01, 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
This is the code for our paper DAAIN: Detection of Anomalous and AdversarialInput using Normalizing Flows

Merantix-Labs: DAAIN This is the code for our paper DAAIN: Detection of Anomalous and Adversarial Input using Normalizing Flows which can be found at

Merantix 14 Oct 12, 2022
A toolbox of scene text detection and recognition

FudanOCR This toolbox contains the implementations of the following papers: Scene Text Telescope: Text-Focused Scene Image Super-Resolution [Chen et a

FudanVIC Team 170 Dec 26, 2022
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
[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
Ackermann Line Follower Robot Simulation.

Ackermann Line Follower Robot This is a simulation of a line follower robot that works with steering control based on Stanley: The Robot That Won the

Lucas Mazzetto 2 Apr 16, 2022
Forked from argman/EAST for the ICPR MTWI 2018 CHALLENGE

EAST_ICPR: EAST for ICPR MTWI 2018 CHALLENGE Introduction This is a repository forked from argman/EAST for the ICPR MTWI 2018 CHALLENGE. Origin Reposi

Haozheng Li 157 Aug 23, 2022
A Tensorflow model for text recognition (CNN + seq2seq with visual attention) available as a Python package and compatible with Google Cloud ML Engine.

Attention-based OCR Visual attention-based OCR model for image recognition with additional tools for creating TFRecords datasets and exporting the tra

Ed Medvedev 933 Dec 29, 2022