Christoph Kaeding
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init
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3 years ago | |
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| activeLearning | 3 years ago | |
| evaluation | 3 years ago | |
| .gitignore | 3 years ago | |
| COPYING | 3 years ago | |
| COPYING.LESSER | 3 years ago | |
| README.md | 3 years ago | |
| datasetAcquisition.py | 3 years ago | |
| example_setup.cfg | 3 years ago | |
| helperFunctions.py | 3 years ago | |
| methodSelection.py | 3 years ago |
README.md
Expected Model Output Change (EMOC) for regression
Source code for method described in the following paper:
- Active Learning for Regression Tasks with Expected Model Output Changes. Christoph Käding and Erik Rodner and Alexander Freytag and Oliver Mothes and Björn Barz and Joachim Denzler. British Machine Vision Conference (BMVC). 2018.
If you use parts of the code, please cite this paper.
Dependencies
- Python 2.7
- numpy
- scipy
- scikit-learn
Usage
- define setup (see example_setup.cfg)
- precompute setup (run evaluation/PrecomputeExperimentalSetup.py setup.cfg)
- start experiment (run evaluation/RunExperiment.py setup.cfg)
- see results (stored in results.mat)