Search Results for author: Wenzhi Cao

Found 2 papers, 2 papers with code

Deep Neural Networks for Rank-Consistent Ordinal Regression Based On Conditional Probabilities

4 code implementations17 Nov 2021 Xintong Shi, Wenzhi Cao, Sebastian Raschka

However, while earlier experiments showed that CORAL's rank consistency is beneficial for performance, it is limited by a weight-sharing constraint in a neural network's fully connected output layer, which may restrict the expressiveness and capacity of a network trained using CORAL.


Rank consistent ordinal regression for neural networks with application to age estimation

4 code implementations20 Jan 2019 Wenzhi Cao, Vahid Mirjalili, Sebastian Raschka

In many real-world prediction tasks, class labels include information about the relative ordering between labels, which is not captured by commonly-used loss functions such as multi-category cross-entropy.

Age And Gender Classification Age Estimation +4

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