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Improving the "Stanford Dogs Dataset" for dog breed classification

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MattBussing/Dog-Breed-Data-Set

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Contributors:

Grace Carter, Alex Michael, Matt Bussing, Rachel McManus

Images Originally From:

http://vision.stanford.edu/aditya86/ImageNetDogs/.

Images Edited Phase:

The original images from the Stanford Dogs Dataset were taken and processed by Alex and Grace. They located the dog in each image and returned a cropped version of the image, that is focused only on the dog.

Description:

Colorado School of Mines

CSCI-470: Introduction to Machine Learning

This data is for my team's final project. We noticed that there were issues with the data. For example, inside toy terriers the photo, n02087046_7214, is an image of something other than a toy terrier. Thus, we are going to fix the inconsistencies and remove photos that will throw off the Machine Learning. For example, a dog wearing a bee costume.

Inconsistencies fixed (removed):

  • incorrect breed
  • dog in a costume
  • multiple dogs

Files:

  • datacleaning.py: Created by Alex and Grace. Does the cropping.

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Improving the "Stanford Dogs Dataset" for dog breed classification

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