Giter Club home page Giter Club logo

dog_breed_detection's Introduction

Dog Breed Detection App

Introduction

The Dog Breed Detection App is a simple Streamlit application that uses a pre-trained machine learning model to predict the breed of a dog based on an uploaded image. Whether you're a dog enthusiast or just curious about your dog's breed, this app can provide you with an answer.

Features

  • Breed Prediction: Upload a picture of your dog, and the app will predict the most likely breed from a list of 70 different breeds.
  • Easy to Use: The user-friendly interface makes it simple for anyone to use.

Demo

You can see a live demo of the app here.

Installation

To run the Dog Breed Detection App locally, follow these steps:

  1. Clone this repository:

    git clone https://github.com/harichselvamc/Dog_Breed_detection
    
  2. Change the directory to the project folder:

     cd Dog_Breed_detection
    
  3. Install the required dependencies using pip:

     pip install -r requirements.txt
    
    
  4. Run the Streamlit app:

     streamlit run app.py
    

The app will open in your web browser, allowing you to upload dog images for classification.

Folder Structure

The model has been trained on a dataset organized in the following folder structure:

    ./dog
    │
    └── Afghan
    │   ├── 001.jpg
    │   ├── 002.jpg
    │   ...
    │
    └── African Wild Dog
    │   ├── 001.jpg
    │   ├── 002.jpg
    │   ...
    ...

Each breed has its own folder containing multiple images.

Model Details

The Dog Breed Detection App uses a pre-trained machine learning model based on the InceptionV3 architecture. The model has been fine-tuned on a dataset of 70 different dog breeds.

dog_breed_detection's People

Contributors

harichselvamc avatar

Stargazers

 avatar  avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.