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abhisheks008 / DL-Simplified

Deep Learning Simplified is an Open-source repository, containing beginner to advance level deep learning projects for the contributors, who are willing to start their journey in Deep Learning. Devfolio URL, https://devfolio.co/projects/deep-learning-simplified-f013
https://quine.sh/repo/abhisheks008-DL-Simplified-499023976
MIT License
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Traffic Sign Recognition #597

Closed Sindhu-2004 closed 1 month ago

Sindhu-2004 commented 1 month ago

Implementation of Traffic Sign recognition using a Convolutional Neural Network to address the increased risk of road accidents caused by poor visibility of traffic signs especially in winter, which is crucial for the safety of Automatic Driving Vehicles.

abhisheks008 commented 1 month ago

Can you share the dataset and approach for solving this issue?

Sindhu-2004 commented 1 month ago

Title : Traffic Sign Recognition Aim : Implementation of Traffic Sign recognition using a Convolutional Neural Network to address the increased risk of road accidents caused by poor visibility of traffic signs especially in winter, which is crucial for the safety of Automatic Driving Vehicles. Dataset : [Traffic Sign ] https://www.kaggle.com/datasets/ahemateja19bec1025/traffic-sign-dataset-classification Approach : I will be implementing Convolutional Neural Network, Keras

abhisheks008 commented 1 month ago

One issue at a time.

aaradhyasinghgaur commented 1 month ago

Hey @abhisheks008 Can you assign this issue to me?

abhisheks008 commented 1 month ago

Hi @Sindhu-2004 as you have opened various new issues for this repo. If I assign someone in this issue, will that be okay with you?

Sindhu-2004 commented 1 month ago

I am ok if you assign this traffic sign recognition issue with others, but I wanted to work remaining other issues which I have opened

aaradhyasinghgaur commented 1 month ago

Then if it is okay then @abhisheks008 please assign me this issue.

abhisheks008 commented 1 month ago

Hi @kyra-09 can you please share the detailed approach for solving this issue?

aaradhyasinghgaur commented 1 month ago

Full Name :- Aaradhya Singh Github Id :- https://github.com/kyra-09 Email Id :- aaradhyasinghgaur@gmail.com Aim :- Traffic Sign recognition using DL models Approach :- I will use Transfer learning with already existing network architecture on a specified dataset including data analysis and compare between the performance and accuracy of models used for the purpose .....I'll also optimize the models according to dimensions and annotations given for the dataset . Tools I might use (depending upon the complexity of dataset) :- Keras , PyTorch , OpenCV Program :- GSSOC-2024 Contributor

abhisheks008 commented 1 month ago

Assigned @kyra-09