Accueil Explorer Aide
Connexion
LifelongLearning
/
gpEMOCreg
8
0
Fork 0
Fichiers Tickets 0 Pull Requests 0 Wiki

Aucune description

Branche: master
Branches Tags
gpEMOCreg
ZIP TAR.GZ
Christoph Kaeding 547dcc1dc6 init il y a 7 ans
activeLearning 547dcc1dc6 init il y a 7 ans
evaluation 547dcc1dc6 init il y a 7 ans
.gitignore 547dcc1dc6 init il y a 7 ans
COPYING 547dcc1dc6 init il y a 7 ans
COPYING.LESSER 547dcc1dc6 init il y a 7 ans
README.md 547dcc1dc6 init il y a 7 ans
datasetAcquisition.py 547dcc1dc6 init il y a 7 ans
example_setup.cfg 547dcc1dc6 init il y a 7 ans
helperFunctions.py 547dcc1dc6 init il y a 7 ans
methodSelection.py 547dcc1dc6 init il y a 7 ans

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)