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Traffic Sign detection for visually impaired people #110

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aaradhyasinghgaur opened this issue May 26, 2024 · 3 comments
Open

Traffic Sign detection for visually impaired people #110

aaradhyasinghgaur opened this issue May 26, 2024 · 3 comments
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enhancement New feature or request gssoc Associated with GSSOC level2

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@aaradhyasinghgaur
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aaradhyasinghgaur commented May 26, 2024

Is your feature request related to a problem? Please describe.
for visually impaired people the most common problem is to be able to cross or walk on roads by themselves . for them to be able to do all these things I want to implemet detection dl model for traffic signs for road-safety.

Describe the solution you'd like

  • I'd like to implement various different (CNN / RNN) pre-trained models such as (Xception , VGG16 etc.) using tranfer learning for the dataset and analyse which one has a better accuracy for traffic sign recognition.
  • I'll also perform data analysis on the mentioned dataset
  • Compare all the models for their accuracy scores using accuracy score , graph etc.
  • I will use 3 deep learning models
  • Tools I'll use :- Numpy , keras , matplotlib , scikit-learn etc.
    Dataset :- https://www.kaggle.com/datasets/ahemateja19bec1025/traffic-sign-dataset-classification

Describe alternatives you've considered
A clear and concise description of any alternative solutions or features you've considered.

Additional context
Add any other context or screenshots about the feature request here.

GSSOC - 2024 Contributor .
@TAHIR0110 @Atharv714 kindly assign me this issue

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Hi there! Thanks for opening this issue. We appreciate your contribution to this open-source project. We aim to respond or assign your issue as soon as possible.

@TAHIR0110 TAHIR0110 added level2 gssoc Associated with GSSOC enhancement New feature or request labels May 26, 2024
@TAHIR0110
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TAHIR0110 commented May 26, 2024

@kyra-09 assigned! I would suggest to explore more datasets.

@AnoushkaIshi
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Can I work on this ?

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enhancement New feature or request gssoc Associated with GSSOC level2
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