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squares's Introduction

The notebook "Squares" contains code for the Squares dataset.

Description

The dataset contains 3 types of squares, which are visually varying in intensity. The objective of the problem is to classify the 3 types of squares using any method.

The data is not being provided but the code can be used as opensource.

Code

The code contains:

  • Histogram plot of images per channel
  • CNN to classify
  • Quantitative analysis of the dataset
  • Feature extraction and PCA using pretrained models(VGG19,VGG16,Resnet)
  • Error analysis to find patterns in the misclassified data

Part 1 contains all expereiments which can be run with the dataset

Part 2 contains sample runs which were used for analysis

squares's People

Contributors

arjunrao796123 avatar

Watchers

James Cloos avatar  avatar

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