OCR, Object Detection, Number Plate, Real Time

Last update: Dec 06, 2022

Related tags

Computer Vision wpod_ocr

Overview

README.md

PrePareded

anaconda env
requirements.txt
clova AI → deep text recognition → trained weights (ex, .pth)
wpod-net weights (ex, .h5 , .json)
https://github.com/KavenLee/wpod_ocr/releases/tag/wpod
Make Dir 'weights' and put the downloaded file in the Dir

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)

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

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

Failed

using video

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 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

30 Oct 22, 2022

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

1.1k Dec 30, 2022

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

3 Nov 25, 2022

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

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.

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

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

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.

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

5 Jan 23, 2022

OCR, Object Detection, Number Plate, Real Time

Related tags

Overview

README.md

PrePareded

OCR Recognition Training

Detect Number Plate

Excution

Performance

Reference

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.

A novel region proposal network for more general object detection ( including scene text detection ).

YOLOv5 in DOTA with CSL_label.(Oriented Object Detection)（Rotation Detection）（Rotated BBox）

Morphological edge detection or object's boundary detection using erosion and dialation in OpenCV python

A real-time dolly zoom camera effect

Developed an AI-based system to control the mouse cursor using Python and OpenCV with the real-time camera.

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.

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.

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

Releases(wpod)

wpod(Feb 4, 2022)

Owner

Kaven Lee

FastOCR is a desktop application for OCR API.

The code for “Oriented RepPoints for Aerail Object Detection”

A collection of resources (including the papers and datasets) of OCR (Optical Character Recognition).

A simple Security Camera created using Opencv in Python where images gets saved in realtime in your Dropbox account at every 5 seconds

Awesome multilingual OCR toolkits based on PaddlePaddle （practical ultra lightweight OCR system, provide data annotation and synthesis tools, support training and deployment among server, mobile, embedded and IoT devices）

PianoVisuals - Create background videos synced with piano music using opencv

Fun program to overlay a mask to yourself using a webcam

DouZero is a reinforcement learning framework for DouDizhu - 斗地主AI

Automatically resolve RidderMaster based on TensorFlow & OpenCV

Handwritten Text Recognition (HTR) using TensorFlow 2.x

This repository lets you train neural networks models for performing end-to-end full-page handwriting recognition using the Apache MXNet deep learning frameworks on the IAM Dataset.

Localization of thoracic abnormalities model based on VinBigData (top 1%)

Script para controlar o movimento do mouse usando Python e openCV com câmera em tempo real que detecta pontos de referência da mão, rastreia padrões de gestos em vez de um mouse físico.

A webcam-based 3x3x3 rubik's cube solver written in Python 3 and OpenCV.

This repository summarized computer vision theories.

Image Smoothing and Blurring Using OpenCV

Isearch (OSINT) 🔎 Face recognition reverse image search on Instagram profile feed photos.

SCOUTER: Slot Attention-based Classifier for Explainable Image Recognition

graph learning code for ogb

MeshToGeotiff - A fast Python algorithm to convert a 3D mesh into a GeoTIFF