Code Monkey home page Code Monkey logo

predict-and-save's Introduction

Predict-and-Save

Introduction

Object detection is an AI that requires training with huge amount of dataset. Preparing the dataset is a trivial process as it has to be done manually. A lot of images has to be labelled manually using different tools such as Coco-Annotator and labelImg. Predict-and-Save helps the user to label new images using a pretrained model. This will reduce the workload of the users who want to prepare their own dataset.

Output

predict-n-save.ipynb will generate dataset with 2 different formats, as different labeling tools use different dataset format.

  1. COCO Json format
    Prediction will be stored in Json file with COCO format. With tools such as Coco-Annotator the user can import the json file and modify the annotations.
  2. txt files with YOLO format
    Annotations are also saved in YOLO format. One common tools that uses this format to label images is labelImg.

Requirements

Python 3.4, Tensorflow 1.3, Keras 2.0.8, numpy, scipy, Pillow, cython, matplotlib, scikit-image, opencv-python, h5py, imgaug and IPython

Predicting your own classes

Modify categories.json with your own classes. In coco.py which is located in config folder, set the value of NUM_CLASSES with the number of your classes in categories.json.

predict-and-save's People

Contributors

zukhri2106 avatar

Watchers

 avatar

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.