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.

1
shoulder bag
0.999
leather
0.999
graphic
0.631
satchel
0.585
colorblock
0.553
tote bag
0.176
backpack
0.125
wrislet and clutch
0.124
gingham
0.072
stud earrings
0.044
floral
0.04
suede
0.019
star
0.016
windowpane
0.015
stripes
0.011
camouflage
0.011
polka dot
0.011
patchwork
0.009
fur
0.007
ring
0.006

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
  • Model Type ID
    Visual Classifier
  • Input Type
    image
  • Output Type
    concepts
  • 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
  • Use Case
  • License
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    apparel-classification-v2