Code Monkey home page Code Monkey logo

flower-identifier-tensorflow's Introduction

TensorFlow-ImageClassifier

this classifier classifies flower from 5 categories. Daisy, Dandelion, Roses, Sunflowers and Tulip

Prerequisite

  1. Docker

Steps

  1. Run Docker Quick Start Terminal
  2. Install TensorFlow using "docker run -it gcr.io/tensorflow/tensorflow:latest-devel"
  3. run "git pull https://github.com/googlecodelabs/tensorflow-for-poets-2"
  4. cd cd tensorflow-for-poets-2
  5. run IMAGE_SIZE=224 ARCHITECTURE="mobilenet_0.50_${IMAGE_SIZE}"
  6. run below script to train your model python -m scripts.retrain
    --bottleneck_dir=tf_files/bottlenecks
    --how_many_training_steps=500
    --model_dir=tf_files/models/
    --summaries_dir=tf_files/training_summaries/"${ARCHITECTURE}"
    --output_graph=tf_files/retrained_graph.pb
    --output_labels=tf_files/retrained_labels.txt
    --architecture="${ARCHITECTURE}"
    --image_dir=tf_files/flower_photos

/* It may take while depending upon your hardware */

  1. its time to test our model run this script in docker shell ! python -m scripts.label_image
    --graph=tf_files/retrained_graph.pb
    --image=tf_files/flower_photos/daisy/21652746_cc379e0eea_m.jpg

Result

output

Reference

Code Labs

flower-identifier-tensorflow's People

Contributors

ravipabari avatar vishaltank avatar

Stargazers

 avatar  avatar

Watchers

 avatar

Forkers

ravipabari

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– 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. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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 โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.