Inspiration
What can single person do contribute to make our planet more sustainable? What small things things can we do which when everyone does them, make a big change to this planet? The treatment of personal household waste and recycling have a big impact on both CO2 emissions and well-being in public spaces We want to increase awareness for the impact of proper waste treatment and make recycling fun and easy.
What it does
- A Web App to sort your waste via scanning the uploaded images
- Classifies the waste material in the image into 6 categories :
- Cardboard
- Glass
- Metal
- Paper
- Plastic
- Trash
- The results of tells if the item should be recycled, composted, put into the general trash or needs special treatment (hazardous materials)
- Tells the information on how much CO2 emission they avoided
How was it built
- Pre-Trained image detection model DenseNet-121
- DenseNet-121 is pre-trained on ImageNet to distinguish 1000 classes of objects
- Dataset is trained using VGG16 Transfer Learning Technique of CNN for the classification
Challenges we ran into
The main issue was the deployment. as the dependencies slug size was quite large and normal bugs and errors during the project.
Accomplishments that we're proud of
Our garbage material detection algorithm has an accuracy of ~80%! We worked very hard as a team, learning different skills to bring together the project right until the last minute. We were able to use our strength, individually, and share them with each other. And we feel happy that our project has the potential to help our ailing planet
What's next for SCANBAGE
We hope to extend our Scanbage app to ios and Andriod devices, so the users can more easily use our services.
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