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food-object-detection-pytorch-fasterrcnn's Introduction

Food-Object-Detection-Pytorch-FasterRCNN

This project has been implemented for the purpose of learning and applying the main concepts of object detection (multi-class classification + localization using bounding boxes)

Instructions - Python 3.6.8 (Windows 10 Pro x64)

!! Important - Numpy 1.17 must be installed (not later version) !!

Clone the Repo:

git clone https://github.com/kosletr/Food-Object-Detection-Pytorch-FasterRCNN/

Install Requirements by opening a terminal and running:

pip install -r requirements.txt

Download the UECFOOD100 dataset from http://foodcam.mobi/dataset100.html and extract it.

Open terminal and run the script to start the training process:

python mainObjDet.py

Example Results

After 10 epochs of training, some of the results produced by the model are shown below:

Credits

Credits to pytorch.org tutorial found in here:

http://pytorch.org/tutorials/intermediate/torchvision_tutorial.html

and the creators of the dataset at:

http://foodcam.mobi/dataset100.html

food-object-detection-pytorch-fasterrcnn's People

Contributors

kosletr avatar

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