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Classification of objects in images for CIFAR 10 dataset

Home Page: https://sonapraneeth-a.github.io/projects/object-classification/

License: MIT License

Jupyter Notebook 98.69% Python 1.30% Shell 0.01%
python3 sklearn tensorflow machine-learning convolutional-neural-networks support-vector-machines residual-networks multilayer-perceptron-network tflearn

object-classification's Introduction

Object Recognition in CIFAR 10 Dataset

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Recognition of objects in images

Features

The following features have been used:

  • Raw pixels
  • Histogram of Oriented Gradients

Raw pixels

Histogram of Oriented Gradients (HOG)

Preprocessing

Data Augmentation

Models

Linear classifier

Support Vector Machine (SVM)

Multi layer perceptron (fully connected)

Convolution neural network (CNN)

Transfer learning

Inception V3

References

object-classification's People

Contributors

sonapraneeth-a avatar jayaprakash-a avatar pratiksatapathy avatar jashdave avatar

Watchers

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