OCR, Object Detection, Number Plate, Real Time

Related tags

Computer Visionwpod_ocr
Overview

README.md

PrePareded

OCR Recognition Training

  • train data, validation data (ex, image)
  • train & val labelling data (ex, .txt)
  • train & val data split using ocr_label.py & train_test_split.py
  • Label (ex, {imagepath} \t {label} \n ) → a.jpg(\t)apple(\n)

Untitled

  • cd d:\Library\deep-text-recognition-benchmark
  • using train.py, create-lmdb.py

Untitled

Detect Number Plate

  • using wpod-net
  • get high accuracy if only a car existed in image file.
  • using openCV image
  • using PIL Image on OCR

Excution

  • using a image
  • success

bus3-suc.png

bus4-suc.png

1.png

2.png

  • Failed

m1.png

m2.png

bus1.png

bus2.png

  • using video

video-1.png

video-2.png

video-3.png

Performance

  • No GPU, Only CPU (OS : Windows)
    • Detect Number Plate time → Iamge : 100 ~ 180ms ,Video : 200ms
    • OCR Recognition time → Image : 50ms , Video : 80 ~ 100 ms
    • Total time → 200~300ms
  • Using GPU on Jetson Tx2 (OS : Linux)
    • Detect Number Plate time → Image : 3 ~ 400ms
    • OCR Recognition time → Image : 100~ 200ms
    • Total time → 400~600 ms

Reference

https://github.com/clovaai/deep-text-recognition-benchmark

https://github.com/sameerbairwa/ANPR

네이버 deep-text-recognition 모델을 custom data로 학습 & 아키텍쳐 분석

You might also like...
This project modify tensorflow object detection api code to predict oriented bounding boxes. It can be used for scene text detection.
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
A novel region proposal network for more general object detection ( including scene text detection ).
A novel region proposal network for more general object detection ( including scene text detection ).

DeRPN: Taking a further step toward more general object detection DeRPN is a novel region proposal network which concentrates on improving the adaptiv

Deep Learning and Vision Computing Lab, SCUT 151 Dec 12, 2022
YOLOv5 in DOTA with CSL_label.(Oriented Object Detection)（Rotation Detection）（Rotated BBox）
YOLOv5 in DOTA with CSL_label.(Oriented Object Detection)（Rotation Detection）（Rotated BBox）

YOLOv5_DOTA_OBB YOLOv5 in DOTA_OBB dataset with CSL_label.(Oriented Object Detection) Datasets and pretrained checkpoint Datasets : DOTA Pretrained Ch

null 1.1k Dec 30, 2022
Morphological edge detection or object's boundary detection using erosion and dialation in OpenCV python
Morphological edge detection or object's boundary detection using erosion and dialation in OpenCV python

Morphologycal-edge-detection-using-erosion-and-dialation the task is to detect object boundary using erosion or dialation . Here, use the kernel or st

Tamzid hasan 3 Nov 25, 2022
A real-time dolly zoom camera effect
A real-time dolly zoom camera effect

Dolly-Zoom I've always been amazed by the gradual perspective change of dolly zoom, and I have some experience in python and OpenCV, so I decided to c

Dylan Kai Lau 52 Dec 8, 2022
Developed an AI-based system to control the mouse cursor using Python and OpenCV with the real-time camera.

Developed an AI-based system to control the mouse cursor using Python and OpenCV with the real-time camera. Fingertip location is mapped to RGB images to control the mouse cursor.

Ravi Sharma 71 Dec 20, 2022
This is a project to detect gestures to zoom in or out, using the real-time distance between the index finger and the thumb. It's based on OpenCV and Mediapipe.

Pinch-zoom This is a python project based on real-time hand-gesture detection, to zoom in or out, using the distance between the index finger and the

Harshit Bhalla 6 Jul 11, 2022
PyNeuro is designed to connect NeuroSky's MindWave EEG device to Python and provide Callback functionality to provide data to your application in real time.

PyNeuro PyNeuro is designed to connect NeuroSky's MindWave EEG device to Python and provide Callback functionality to provide data to your application

Zach Wang 45 Dec 30, 2022
With the virtual keyboard, you can write on the real time images by combining the thumb and index fingers on the letter you want.
With the virtual keyboard, you can write on the real time images by combining the thumb and index fingers on the letter you want.

Virtual Keyboard With the virtual keyboard, you can write on the real time images by combining the thumb and index fingers on the letter you want. At

Güldeniz Bektaş 5 Jan 23, 2022
Releases(wpod)
Owner
Kaven Lee
Kaven Lee
GitHub Repository
https://arxiv.org/abs/1904.01941

Character-Region-Awareness-for-Text-Detection- https://arxiv.org/abs/1904.01941 Train You can train SynthText data use python source/train_SynthText.p

DayDayUp 120 Dec 28, 2022
A curated list of resources for text detection/recognition (optical character recognition ) with deep learning methods.

awesome-deep-text-detection-recognition A curated list of awesome deep learning based papers on text detection and recognition. Text Detection Papers

2.4k Jan 08, 2023
Handwritten_Text_Recognition

Deep Learning framework for Line-level Handwritten Text Recognition Short presentation of our project Introduction Installation 2.a Install conda envi

24 Jul 15, 2022
Handwritten Character Recognition using CNN

Handwritten Character Recognition using CNN Problem Definition The main objective of this project is to solve the problem of handwritten character rec

Mohit Kaushik 4 Mar 02, 2022
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
Image Recognition Model Generator

Takes a user-inputted query and generates a machine learning image recognition model that determines if an inputted image is or isn't their query

Christopher Oka 1 Jan 13, 2022
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
Open Source research tool to search, browse, analyze and explore large document collections by Semantic Search Engine and Open Source Text Mining & Text Analytics platform (Integrates ETL for document processing, OCR for images & PDF, named entity recognition for persons, organizations & locations, metadata management by thesaurus & ontologies, search user interface & search apps for fulltext search, faceted search & knowledge graph)

Open Semantic Search https://opensemanticsearch.org Integrated search server, ETL framework for document processing (crawling, text extraction, text a

Open Semantic Search 684 Jan 06, 2023
Polaris is a Face recognition attendance system .

Support Me 🚀 About Polaris 📄 Polaris is a system based on facial recognition with a futuristic GUI design, Can easily find people informations store

XN3UR0N 215 Dec 26, 2022
Motion detector, Full body detection, Upper body detection, Cat face detection, Smile detection, Face detection (haar cascade), Silverware detection, Face detection (lbp), and Sending email notifications

Security camera running OpenCV for object and motion detection. The camera will send email with image of any objects it detects. It also runs a server that provides web interface with live stream vid

Peace 10 Jun 30, 2021
scantailor - Scan Tailor is an interactive post-processing tool for scanned pages.

Scan Tailor - scantailor.org This project is no longer maintained, and has not been maintained for a while. About Scan Tailor is an interactive post-p

1.5k Dec 28, 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
[EMNLP 2021] Improving and Simplifying Pattern Exploiting Training

ADAPET This repository contains the official code for the paper: "Improving and Simplifying Pattern Exploiting Training". The model improves and simpl

Rakesh R Menon 138 Dec 26, 2022
Code related to "Have Your Text and Use It Too! End-to-End Neural Data-to-Text Generation with Semantic Fidelity" paper

DataTuner You have just found the DataTuner. This repository provides tools for fine-tuning language models for a task. See LICENSE.txt for license de

81 Jan 01, 2023
CNN+LSTM+CTC based OCR implemented using tensorflow.

CNN_LSTM_CTC_Tensorflow CNN+LSTM+CTC based OCR(Optical Character Recognition) implemented using tensorflow. Note: there is No restriction on the numbe

Watson Yang 356 Dec 08, 2022
Read Japanese manga inside browser with selectable text.

mokuro Read Japanese manga with selectable text inside a browser. See demo: https://kha-white.github.io/manga-demo mokuro_demo.mp4 Demo contains excer

Maciej Budyś 170 Dec 27, 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
天池2021"全球人工智能技术创新大赛"【赛道一】：医学影像报告异常检测 - 第三名解决方案

天池2021"全球人工智能技术创新大赛"【赛道一】：医学影像报告异常检测 比赛链接 个人博客记录 目录结构 ├── final------------------------------------决赛方案PPT ├── preliminary_contest--------------------

19 Aug 17, 2022
Ocular is a state-of-the-art historical OCR system.

Ocular Ocular is a state-of-the-art historical OCR system. Its primary features are: Unsupervised learning of unknown fonts: requires only document im

228 Dec 30, 2022
A machine learning software for extracting information from scholarly documents

GROBID GROBID documentation Visit the GROBID documentation for more detailed information. Summary GROBID (or Grobid, but not GroBid nor GroBiD) means

Patrice Lopez 1.9k Jan 08, 2023