KhadijehValipour / Iranian-license-plates-recognition

easyOCR & DTRB for Iranian license plates recognition

Iranian License Plate Recognition

We will compare the performance of OCR and DTRB and see how accurate the results are in correctly identifying Iranian license plates

How to install

pip install -r requirements.txt

OCR

Give the language you are considering to easyOCR and see the results with the Matplotlib library. You can remove the percentage of detection probabilities with a simple Python condition and see those that have a higher percentage of probability.

More complete description and use of EasyOCR

results

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deep-text-recognition-benchmark

More complete description and use of deep-text-recognition-benchmark

How to create dataset

Download via IR-LPR repository

How to train

clone the DTRB repository, We run the demo.py file that was previously taught for a few pictures to make sure of the correctness of our work so far, and we download the file with the pth extension, which is already designed and trained with the architecture, and we use the transfer training method. We use it to teach Iranian license plates that have not been seen on the network.

How to run

--train_data dataset/train --valid_data dataset/validation \
--select_data / --batch_ratio 1 --num_iter 10000 --batch_max_length 8 --valInterval 50 \
--Transformation TPS --FeatureExtraction ResNet --SequenceModeling BiLSTM --Prediction Attn 

results

Image name	00005.jpg	00008.jpg	01290.jpg	01666.jpg	01309.jpg	01310.jpg
Image
Recognized text from image	95t38633	44h67355	42t7711	73i34174	27t54314	37t58922
Letters	ت	ه	ت	ی	ت	ت

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