gender-demographics-recognition

Demographics model to use in conjunction with face recognition for predicting people's gender from faces in images and video.

1
Clarifai

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Notes

Appearance Gender Classifer

NOTE: This model requires cropped face images to work properly.

Purpose

This model classifies a face into female and male appearance.

Architecture

This is a ResNet34 v1 with crop_type='random1', crop_size=[224, 224, 3] and downsample_size=[224, 2 * 224 + 1]. We also used Adam with LR=0.0001 and decrease LR by 0.1 for every 30 epochs.

Intended Use

General purpose gender classifier given a face image.

Limitations

The model might not work very well on small (e.g., less than 50x50) or blurry images.

  • ID
  • Model Type ID
    Visual Classifier
  • Input Type
    image
  • Output Type
    concepts
  • Description
    Demographics model to use in conjunction with face recognition for predicting people's gender from faces in images and video.
  • Last Updated
    Oct 29, 2024
  • Privacy
    PUBLIC
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    gender-demographics-recognition