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Optuna

The purpose of this study is to introduce new design-criteria for next-generation hyperparameter optimization software. The criteria we propose include (1) define-by-run API tha...

2019 5681 citations

Active appearance models

We describe a new method of matching statistical models of appearance to images. A set of model parameters control modes of shape and gray-level variation learned from a trainin...

2001 IEEE Transactions on Pattern Analysis... 5431 citations