Code Monkey home page Code Monkey logo

road_sign_tagging's Introduction

road sign tagging

Tagging the images which have the road signs

Input Output
{
  'tag': 'road_sign', 
  'score': 0.9429549
}
{
  'tag': 'non_road_sign', 
  'score': 0.7540367
}

Installation

to install the road sign tagging model, you need Python 3.7.7

git clone https://github.com/liang6261515/road_sign_tagging.git

cd road_sign_tagging

pip3 install -r requirements.txt

wget https://github.com/fchollet/deep-learning-models/releases/download/v0.4/xception_weights_tf_dim_ordering_tf_kernels_notop.h5

download the pretrain model of cheque detection from this url https://drive.google.com/file/d/1lGkgRc1VU1tVJPiMUSVyCV2Elm1Gy8_-/view?usp=sharing to the folder road_sign_tagging

Using

down load an image of road sign

wget https://c8.alamy.com/comp/FPMFN8/road-signs-dubai-uae-FPMFN8.jpg

this image looks like

import the model in python3

from road_sign_tagging import road_sign_tagging

run the tagging program

road_sign_tagging('road-signs-dubai-uae-FPMFN8.jpg')

you will see the following output:

{'tag': 'road_sign', 'score': 0.9429549}

now lets download another example of image which does not have any road sign

wget https://live.staticflickr.com/4169/34649653051_9e31056a0a_b.jpg

it looks like

run the tagging program

road_sign_tagging('34649653051_9e31056a0a_b.jpg')

and it has the following output since it has no road sign

{'tag': 'non_road_sign', 'score': 0.7540367}

TODO

performing OCR to extract the road and location names from the road signs and map them to the goe-location, so that the road signs can searched on a map

I am looking for job

feel free to contact me if you have any problem with this package or you are hiring data scientist/AI engineer. I am actively looking for data science/AI related jobs

My email: [email protected]

road_sign_tagging's People

Contributors

gaoyuanliang avatar

Stargazers

 avatar  avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.