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: yanliang2345@outlook.com