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My undergraduate thesis project on food image recognition with machine learning/computer vision

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Food Image Recognition

This respository is used for storing code that I used/implemented for my senior thesis. The full research report can be viewed HERE.

Dependencies

  • All code are in Matlab
  • Must manually download GoogLeNet CNN and VGG-F CNN and put them into the CNN folder due to Github storage limit.
  • MatConvNet - follow the instructions to install
  • Library for Support Vector Machine
  • The actual images used for training and testing are not included. Please check the directory path in each matlab file before running the scripts.

Overview

Utility Functions

  • imageSetConstructor
  • confusionMatrix

Classifiers

  • K-nearest neighbors
  • Linear Regression
  • Perceptron Batch
  • Support Vector Machine

Feature Extractors:

  • Pixels
  • Edge Detectors (Prewitt, Sobel, Canny)
  • ConvNet (GoogLeNet, VGG-F)

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My undergraduate thesis project on food image recognition with machine learning/computer vision

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