https://github.com/haardikdharma10/dog-breed-classifier

A pre-trained image classifier that identifies dog breeds and compares 3 different CNN models to determine which one provides the best result.
https://github.com/haardikdharma10/dog-breed-classifier

Last synced: about 1 month ago
JSON representation

A pre-trained image classifier that identifies dog breeds and compares 3 different CNN models to determine which one provides the best result.

• Host: GitHub
• URL: https://github.com/haardikdharma10/dog-breed-classifier
• Owner: haardikdharma10
• License: mit
• Created: 2020-06-03T20:30:19.000Z (about 5 years ago)
• Default Branch: master
• Last Pushed: 2024-07-25T10:12:55.000Z (11 months ago)
• Last Synced: 2025-02-16T19:37:09.217Z (4 months ago)
• Language: Python
• Homepage:
• Size: 8.44 MB
• Stars: 0
• Watchers: 2
• Forks: 0
• Open Issues: 1
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

        
Image Classifier to identify Dog Breeds




A pre trained image classifier that identifies dog breeds and compares the performance of 3 different CNN model architectures ('vgg', 'alexnet', and 'resnet') to determine which one provides the best result.



![Python](https://img.shields.io/badge/python-v3.7+-blue.svg)

[![contributions welcome](https://img.shields.io/badge/contributions-welcome-brightgreen.svg?style=flat)](https://github.com/haardikdharma10/Dog-Breed-Classifier/issues)

[![Forks](https://img.shields.io/github/forks/haardikdharma10/Dog-Breed-Classifier.svg?logo=github)](https://github.com/haardikdharma10/Dog-Breed-Classifier/network/members)

[![Stargazers](https://img.shields.io/github/stars/haardikdharma10/Dog-Breed-Classifier.svg?logo=github)](https://github.com/haardikdharma10/Dog-Breed-Classifier/stargazers)

[![Issues](https://img.shields.io/github/issues/haardikdharma10/Dog-Breed-Classifier.svg?logo=github)](https://github.com/haardikdharma10/Dog-Breed-Classifier/issues)

[![MIT License](https://img.shields.io/github/license/haardikdharma10/Dog-Breed-Classifier.svg?style=flat-square)](https://github.com/haardikdharma10/Dog-Breed-Classifier/blob/master/LICENSE)

## Models used

- [VGG](https://arxiv.org/abs/1409.1556)

- [AlexNet](https://en.wikipedia.org/wiki/AlexNet)

- [ResNet](https://arxiv.org/abs/1512.03385)

## Pre-requisites

All the dependencies and required libraries are included in the file [requirements.txt](https://github.com/haardikdharma10/Dog-Breed-Classifier/blob/master/requirements.txt)

## Installation

```

$ git clone https://github.com/haardikdharma10/Dog-Breed-Classifier.git

```

```

$ pip3 install -r requirements.txt

```

```

$ python3 check_images.py --dir pet_images/ --arch vgg --dogfile dognames.txt

$ python3 check_images.py --dir pet_images/ --arch alexnet --dogfile dognames.txt

$ python3 check_images.py --dir pet_images/ --arch resnet --dogfile dognames.txt

```

## Authors

* **Haardik Dharma** - Initial Work

* **Udacity** - First project of the 'AI Programming with Python Nanodegree'

## License

This project is licensed under the MIT License - see the [LICENSE.md](https://github.com/haardikdharma10/Dog-Breed-Classifier/blob/master/LICENSE) file for details.