بدون توضیح

Christoph Kaeding 547dcc1dc6 init 7 سال پیش
activeLearning 547dcc1dc6 init 7 سال پیش
evaluation 547dcc1dc6 init 7 سال پیش
.gitignore 547dcc1dc6 init 7 سال پیش
COPYING 547dcc1dc6 init 7 سال پیش
COPYING.LESSER 547dcc1dc6 init 7 سال پیش
README.md 547dcc1dc6 init 7 سال پیش
datasetAcquisition.py 547dcc1dc6 init 7 سال پیش
example_setup.cfg 547dcc1dc6 init 7 سال پیش
helperFunctions.py 547dcc1dc6 init 7 سال پیش
methodSelection.py 547dcc1dc6 init 7 سال پیش

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
  1. define setup (see example_setup.cfg)
  2. precompute setup (run evaluation/PrecomputeExperimentalSetup.py setup.cfg)
  3. start experiment (run evaluation/RunExperiment.py setup.cfg)
  4. see results (stored in results.mat)