PlaNet

The PlaNet dataset is being used to detect floating and terra firma waste debris in oceans/ports/harbors/beaches, urban and rural areas allowing the eradication of waste, helping marine life, fishermen, tourism and making the world resilient to climate change by Recyclero.

The dataset has been collected in a joint effort between the Recyclero and the Manipal University Jaipur. Students were able to contribute by sending their pictures of plastics, glass, paper, rubbish, metal and cardboard with our custom-built application.

Dataset

This repository contains the dataset that we collected. The dataset spans six classes: glass, paper, cardboard, plastic, metal, and trash. Currently, the dataset consists of 2527 images,

501 glass
594 paper
403 cardboard
482 plastic
410 metal
137 trash

The pictures were taken by placing the object on a white posterboard and using sunlight and/or room lighting. The pictures have been resized down to 512 x 384, which can be changed in dataset/constants.py (resizing them involves going through step 1 in usage). The devices used were Apple iPhone 7 Plus, Apple iPhone 5S, and Apple iPhone SE.

Usage: Preparing the data

If adding more data, then the new files must be enumerated properly and put into the appropriate folder in dataset/original and then preprocessed. Preprocessing the data involves deleting the dataset/resized folder and then calling python resize.py from PlaNet/dataset/*. This will take around half an hour.

Setup

Python is currently used for some image preprocessing tasks. The Python dependencies are,

NumPy
SciPy

You can install these packages by running the following,

# Install using pip
pip install numpy scipy

Contributing

Fork the repository
Create your feature branch using git checkout -b my-new-feature
Commit your changes using git commit -m 'Add some feature'
Push to the branch using git push origin my-new-feature
Submit a pull request

Acknowledgments

Recyclero/PlaNet

ErrorLooks like something went wrong!

About

Resources

Uh oh!

Stars

Watchers

Forks

Releases 1

Packages 0

Languages

Error
Looks like something went wrong!

Packages