diff --git a/bin/hyppopy_exe.py b/bin/hyppopy_exe.py
index c0f4383..6dc44e8 100644
--- a/bin/hyppopy_exe.py
+++ b/bin/hyppopy_exe.py
@@ -1,72 +1,76 @@
 #!/usr/bin/env python
 #
 # DKFZ
 #
 #
 # Copyright (c) German Cancer Research Center,
 # Division of Medical and Biological Informatics.
 # All rights reserved.
 #
 # This software is distributed WITHOUT ANY WARRANTY; without
 # even the implied warranty of MERCHANTABILITY or FITNESS FOR
 # A PARTICULAR PURPOSE.
 #
 # See LICENSE.txt or http://www.mitk.org for details.
 #
 # Author: Sven Wanner (s.wanner@dkfz.de)
 
+import os
+import sys
+ROOT = os.path.dirname(os.path.dirname(os.path.realpath(__file__)))
+sys.path.append(ROOT)
 
 from hyppopy.projectmanager import ProjectManager
 from hyppopy.workflows.unet_usecase.unet_usecase import unet_usecase
 from hyppopy.workflows.svc_usecase.svc_usecase import svc_usecase
 from hyppopy.workflows.randomforest_usecase.randomforest_usecase import randomforest_usecase
 from hyppopy.workflows.imageregistration_usecase.imageregistration_usecase import imageregistration_usecase
 
 
 import os
 import sys
 import argparse
 
 
 def print_warning(msg):
     print("\n!!!!! WARNING !!!!!")
     print(msg)
     sys.exit()
 
 
 def args_check(args):
     if not args.workflow:
         print_warning("No workflow specified, check --help")
     if not args.config:
         print_warning("Missing config parameter, check --help")
     if not os.path.isfile(args.config):
         print_warning(f"Couldn't find configfile ({args.config}), please check your input --config")
 
 
 if __name__ == "__main__":
     parser = argparse.ArgumentParser(description='UNet Hyppopy UseCase Example Optimization.')
     parser.add_argument('-w', '--workflow', type=str,
                         help='workflow to be executed')
     parser.add_argument('-c', '--config', type=str, help='config filename, .xml or .json formats are supported.'
                                                          'pass a full path filename or the filename only if the'
                                                          'configfile is in the data folder')
 
     args = parser.parse_args()
     args_check(args)
 
     ProjectManager.read_config(args.config)
 
     if args.workflow == "svc_usecase":
         uc = svc_usecase()
     elif args.workflow == "randomforest_usecase":
         uc = randomforest_usecase()
     elif args.workflow == "unet_usecase":
         uc = unet_usecase()
     elif args.workflow == "imageregistration_usecase":
         uc = imageregistration_usecase()
     else:
         print("No workflow called {} found!".format(args.workflow))
         sys.exit()
 
     uc.run()
     print(uc.get_results())
diff --git a/requirements.txt b/requirements.txt
index 074b8cb..aeccb6e 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,13 +1,18 @@
 dicttoxml==1.7.4
 hyperopt==0.1.1
 matplotlib==3.0.2
 numpy==1.16.0
 Optunity==1.1.1
 pytest==4.1.1
 scikit-learn==0.20.2
 scipy==1.2.0
 sklearn==0.0
 Sphinx==1.8.3
 xmlrunner==1.7.7
 xmltodict==0.11.0
 Yapsy==1.11.223
+pandas==0.24.1
+trixi==0.1.1.6
+torch==1.0.0
+medpy==0.3.0
+batchgenerators==0.18.1
\ No newline at end of file
diff --git a/requirements_withunet.txt b/requirements_withunet.txt
deleted file mode 100644
index 99da379..0000000
--- a/requirements_withunet.txt
+++ /dev/null
@@ -1,113 +0,0 @@
-alabaster==0.7.12
-atomicwrites==1.3.0
-attrs==18.2.0
-babel==2.6.0
-backcall==0.1.0
-batchgenerators==0.18.1
-bleach==3.1.0
-bz2file==0.98
-certifi==2018.11.29
-chardet==3.0.4
-Click==7.0
-cloudpickle==0.7.0
-colorama==0.4.1
-colorlover==0.3.0
-cycler==0.10.0
-dask==1.1.1
-decorator==4.3.2
-dicttoxml==1.7.4
-docutils==0.14
-entrypoints==0.3
-Flask==1.0.2
-future==0.17.1
-graphviz==0.10.1
-h5py==2.9.0
-hyperopt==0.1.1
-hyppopy==0.0.1
-idna==2.8
-imagesize==1.1.0
-ipykernel==5.1.0
-ipython==7.2.0
-ipython-genutils==0.2.0
-itsdangerous==1.1.0
-jedi==0.13.2
-Jinja2==2.10
-jsonschema==3.0.0a3
-jupyter-client==5.2.4
-jupyter-core==4.4.0
-kiwisolver==1.0.1
-linecache2==1.0.0
-llvmlite==0.27.0
-MarkupSafe==1.1.0
-matplotlib==3.0.2
-MedPy==0.3.0
-mistune==0.8.4
-more-itertools==5.0.0
-nbconvert==5.3.1
-nbformat==4.4.0
-networkx==2.2
-nibabel==2.3.3
-notebook==5.7.4
-numba==0.42.0
-numpy==1.16.0
-optunity==1.1.1
-packaging==19.0
-pandas==0.24.1
-pandocfilters==1.4.2
-parso==0.3.4
-pickleshare==0.7.5
-pillow==5.4.1
-plotly==3.6.1
-pluggy==0.8.1
-portalocker==1.4.0
-prometheus-client==0.5.0
-prompt-toolkit==2.0.8
-py==1.7.0
-pydicom==1.2.2
-Pygments==2.3.1
-pymongo==3.7.2
-pyparsing==2.3.1
-pypiwin32==223
-pyrsistent==0.14.10
-pytest==4.1.1
-python-dateutil==2.8.0
-python-telegram-bot==10.1.0
-pytz==2018.9
-pywavelets==1.0.1
-pywin32==224
-pywinpty==0.5.5
-pyzmq==17.1.2
-requests==2.21.0
-retrying==1.3.3
-scikit-image==0.14.2
-scikit-learn==0.20.2
-scipy==1.2.0
-seaborn==0.9.0
-Send2Trash==1.5.0
-six==1.12.0
-sklearn==0.0
-snowballstemmer==1.2.1
-Sphinx==1.8.3
-sphinxcontrib-websupport==1.1.0
-terminado==0.8.1
-testpath==0.4.2
-toolz==0.9.0
-torch==1.0.0
-torchfile==0.1.0
-torchvision==0.2.1
-tornado==5.1.1
-traceback2==1.4.0
-traitlets==4.3.2
-trixi==0.1.1.6
-umap-learn==0.3.7
-unittest2==1.1.0
-urllib3==1.24.1
-visdom==0.1.8.8
-wcwidth==0.1.7
-webencodings==0.5.1
-websocket-client==0.54.0
-Werkzeug==0.14.1
-wincertstore==0.2
-xmlrunner==1.7.7
-xmltodict==0.11.0
-Yapsy==1.11.223