Hyperparameter optimization in black-box image processing using differentiable proxies.
Ethan TsengFelix YuYuting YangFahim MannanKarl St. ArnaudDerek NowrouzezahraiJean-François LalondeFelix HeidePublished in: ACM Trans. Graph. (2019)
Keyphrases
- black box
- image processing
- black boxes
- white box
- rule extraction
- hybrid systems
- optimization problems
- optimization algorithm
- machine vision
- integration testing
- state transition
- gaussian processes
- optimization process
- loss function
- machine learning
- gaussian process
- signal processing
- cross validation
- model selection
- objective function
- candidate solutions
- computer vision
- white box testing
- test cases
- intelligent systems
- feature extraction
- image segmentation
- multimedia
- artificial intelligence
- data sets