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barebell / DA

Unsupervised Domain Adaptation Papers and Code
MIT License
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Method suggestion for my problem #4

Closed offchan42 closed 4 years ago

offchan42 commented 5 years ago

Generally, my problem is about predicting facial expression from a facial image (think of the classification of emotion like happy/sad/angry/etc). The source domain is very accurately labeled. The image comes from a frontal camera. The target domain I do not have any labels. The image has different lighting from the environment and a slightly different camera angle. Do you have a suggestion of a method to help me classify the target domain as accurately as possible? I do not care about accuracy for the source domain though.

What application have you used unsupervised domain adaptation for in the past?

barebell commented 4 years ago

ExprADA: Adversarial domain adaptation for facial expression analysis url: https://www.sciencedirect.com/science/article/abs/pii/S0031320319304121