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apparel-classification-v2

Clothing classification model using feature extractors to classify apparels and recognize accessories such as hats, handbags, gloves, pants, and other types clothing.

Notes

apparel-classification-v2

Purpose

This model recognizes and classifies fashion-related and clothing concepts, hats, jewelry, handbags, etc. in images and video.

It can identify 192 concepts in the following 12 categories: Clothing, Accessory, Jewelry, Pattern, Texture/Fabric Type, Skirt/Dress Length, Neckline/Collar Type, Sleeve Length, Outerwear, Hats, Shoes, and Bags.

Limitations

The model has a harder time with the following image types:

  • Images that are cropped closely to a singular area of a person’s clothing (i.e. shoulders and head or only a torso)
  • Close-up images of a single garment (i.e. a close-up of a person’s shoes)
  • Images of garments not being worn by people (i.e. on a hanger or on a table)

Intended Use

Classification of fashion-related and clothing concepts in images and video.

Apparel Classification V2 Author

Clarifai - GitHub

  • ID
  • Name
    apparel
  • Model Type ID
    Visual Classifier
  • Description
    Clothing classification model using feature extractors to classify apparels and recognize accessories such as hats, handbags, gloves, pants, and other types clothing.
  • Last Updated
    Oct 29, 2024
  • Privacy
    PUBLIC
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