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This research focuses on facial attribute prediction using a novel deep learning formulation, termed as R-Codean autoencoder.
The proposed R-Codean autoencoder is utilized in facial attribute prediction framework which incorporates patch-based weighting mechanism for assigning higher weights to relevant patches for each attribute.
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My personal favourite transforms data from an ONS life satisfaction survey – stress, tiredness, satisfaction – into facial attributes.
Another approach built generative models for opposing facial attributes (smiling-to-frowning, etc).
The software computes five facial attributes: beard, mustache, gender, glasses, and race.
Fig. 11 Visualizing the distribution of five facial attributes from ten major world cities (a e).
This technology is also able to recognize faces and facial attributes to estimate a person's gender, age and ethnicity.
For each face in our dataset, we extracted facial attributes using IntraFace [10].
Moving beyond appearance-based features, we also explored the geo-dependence of the facial attributes extracted using IntraFace [10].
Google developed its own emotion-sensing technology for the now-defunct project Glass, and has Cloud Vision API, which can help developers detect emotional facial attributes.
According to Omron, the Okao software pack can also recognize faces and facial attributes to estimate a person's gender, age and ethnicity.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com