diff --git a/README.md b/README.md
index a37dd8f155f7769f9cf7c848420af9e2250716f8..0bd210ea214751a040c402a9f357f8825fc9ca43 100644
--- a/README.md
+++ b/README.md
@@ -45,7 +45,7 @@ This repository is organised as follows:
2. Create a list of the videos to be used for the experiment. The list should contain the path for each video you want in the experiment. If you want all videos, you can use the following command:
``` bash
- `find <path_to_database> -name "*.mp4" > <path_to_list>`
+ find <path_to_database> -name "*.mp4" > <path_to_list>
```
3. Run the frames extraction code as follows:
diff --git a/requirements.txt b/requirements.txt
index 97b44881b50bc7ceb2612f09f89c7a0687351392..e7c197346d7d941f7fcc862d7d0c2c1fbd3ffed3 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,206 +1,12 @@
-absl-py @ file:///home/conda/feedstock_root/build_artifacts/absl-py_1658854572623/work
-aiohttp @ file:///home/conda/feedstock_root/build_artifacts/aiohttp_1649013154501/work
-aiosignal @ file:///home/conda/feedstock_root/build_artifacts/aiosignal_1636093929600/work
-anyio @ file:///home/conda/feedstock_root/build_artifacts/anyio_1666191106763/work/dist
-argon2-cffi @ file:///home/conda/feedstock_root/build_artifacts/argon2-cffi_1640817743617/work
-argon2-cffi-bindings @ file:///home/conda/feedstock_root/build_artifacts/argon2-cffi-bindings_1666850859330/work
-asttokens @ file:///home/conda/feedstock_root/build_artifacts/asttokens_1667325728359/work
-astunparse @ file:///home/conda/feedstock_root/build_artifacts/astunparse_1610696312422/work
-async-timeout @ file:///home/conda/feedstock_root/build_artifacts/async-timeout_1640026696943/work
-attrs @ file:///home/conda/feedstock_root/build_artifacts/attrs_1659291887007/work
-av==10.0.0
-Babel @ file:///home/conda/feedstock_root/build_artifacts/babel_1667688356751/work
-backcall @ file:///home/conda/feedstock_root/build_artifacts/backcall_1592338393461/work
-backports.functools-lru-cache @ file:///home/conda/feedstock_root/build_artifacts/backports.functools_lru_cache_1618230623929/work
-beautifulsoup4 @ file:///home/conda/feedstock_root/build_artifacts/beautifulsoup4_1649463573192/work
-bleach @ file:///home/conda/feedstock_root/build_artifacts/bleach_1656355450470/work
-blinker==1.4
-bob.bio.base @ file:///scratch/builds/bob/bob.bio.base
-bob.bio.face @ file:///scratch/builds/bob/bob.bio.face
-bob.bio.video @ file:///scratch/builds/bob/bob.bio.video
-bob.extension @ file:///scratch/builds/bob/bob.extension
-bob.io.base @ file:///scratch/builds/bob/bob.io.base
-bob.learn.em @ file:///scratch/builds/bob/bob.learn.em
-bob.measure @ file:///scratch/builds/bob/bob.measure
-bob.pad.base @ file:///scratch/builds/bob/bob.pad.base
-bob.pad.face @ file:///scratch/builds/bob/bob.pad.face
-bob.pipelines @ file:///scratch/builds/bob/bob.pipelines
-bokeh @ file:///home/conda/feedstock_root/build_artifacts/bokeh_1660586590972/work
-brotlipy @ file:///home/conda/feedstock_root/build_artifacts/brotlipy_1648854164373/work
-cached-property @ file:///home/conda/feedstock_root/build_artifacts/cached_property_1615209429212/work
-cachetools @ file:///home/conda/feedstock_root/build_artifacts/cachetools_1660055382950/work
-certifi==2022.12.7
-cffi @ file:///home/conda/feedstock_root/build_artifacts/cffi_1656782830073/work
-charset-normalizer @ file:///home/conda/feedstock_root/build_artifacts/charset-normalizer_1661170624537/work
-click @ file:///home/conda/feedstock_root/build_artifacts/click_1651215153723/work
-click-plugins==1.1.1
-cloudpickle @ file:///home/conda/feedstock_root/build_artifacts/cloudpickle_1653061851209/work
-colorama @ file:///home/conda/feedstock_root/build_artifacts/colorama_1655412516417/work
-contourpy @ file:///home/conda/feedstock_root/build_artifacts/contourpy_1667248102913/work
-cryptography @ file:///home/conda/feedstock_root/build_artifacts/cryptography-split_1672672374556/work
-cycler @ file:///home/conda/feedstock_root/build_artifacts/cycler_1635519461629/work
-cytoolz @ file:///home/conda/feedstock_root/build_artifacts/cytoolz_1657553452326/work
-dask @ file:///home/conda/feedstock_root/build_artifacts/dask-core_1664589610536/work
-dask-glm==0.2.0
-dask-jobqueue @ file:///home/conda/feedstock_root/build_artifacts/dask-jobqueue_1664927514807/work
-dask-labextension==6.0.0
-dask-ml @ file:///home/conda/feedstock_root/build_artifacts/dask-ml_1653682129510/work
-debugpy @ file:///home/conda/feedstock_root/build_artifacts/debugpy_1666826398899/work
-decorator @ file:///home/conda/feedstock_root/build_artifacts/decorator_1641555617451/work
-defusedxml @ file:///home/conda/feedstock_root/build_artifacts/defusedxml_1615232257335/work
-distributed @ file:///home/conda/feedstock_root/build_artifacts/distributed_1664591325420/work
-entrypoints @ file:///home/conda/feedstock_root/build_artifacts/entrypoints_1643888246732/work
-executing @ file:///home/conda/feedstock_root/build_artifacts/executing_1667317341051/work
-fastjsonschema @ file:///home/conda/feedstock_root/build_artifacts/python-fastjsonschema_1663619548554/work/dist
-ffmpeg-python==0.2.0
-flatbuffers @ file:///home/conda/feedstock_root/build_artifacts/python-flatbuffers_1620718971772/work
-flit_core @ file:///home/conda/feedstock_root/build_artifacts/flit-core_1667734568827/work/source/flit_core
-fonttools @ file:///home/conda/feedstock_root/build_artifacts/fonttools_1661381334183/work
-frozenlist @ file:///home/conda/feedstock_root/build_artifacts/frozenlist_1659556931141/work
-fsspec @ file:///home/conda/feedstock_root/build_artifacts/fsspec_1659099796968/work
-future @ file:///home/conda/feedstock_root/build_artifacts/future_1649010145299/work
-gast @ file:///home/conda/feedstock_root/build_artifacts/gast_1596839682936/work
-google-auth @ file:///home/conda/feedstock_root/build_artifacts/google-auth_1660985916368/work
-google-auth-oauthlib @ file:///home/conda/feedstock_root/build_artifacts/google-auth-oauthlib_1630497468950/work
-google-pasta==0.2.0
-greenlet @ file:///home/conda/feedstock_root/build_artifacts/greenlet_1648882382645/work
-grpcio @ file:///home/conda/feedstock_root/build_artifacts/grpc-split_1670307282269/work
-h5py @ file:///home/conda/feedstock_root/build_artifacts/h5py_1660488114257/work
-HeapDict==1.0.1
-idna @ file:///home/conda/feedstock_root/build_artifacts/idna_1642433548627/work
-imagecodecs @ file:///home/conda/feedstock_root/build_artifacts/imagecodecs_1660387676408/work
-imageio @ file:///home/conda/feedstock_root/build_artifacts/imageio_1669286839712/work
-imageio-ffmpeg @ file:///home/conda/feedstock_root/build_artifacts/imageio-ffmpeg_1649960641006/work
-importlib-metadata @ file:///home/conda/feedstock_root/build_artifacts/importlib-metadata_1653252797772/work
-importlib-resources @ file:///home/conda/feedstock_root/build_artifacts/importlib_resources_1665204935269/work
-ipdb @ file:///home/conda/feedstock_root/build_artifacts/ipdb_1624508252788/work
-ipykernel @ file:///home/conda/feedstock_root/build_artifacts/ipykernel_1668027051105/work
-ipython @ file:///home/conda/feedstock_root/build_artifacts/ipython_1667140637743/work
-ipython-genutils==0.2.0
-jedi @ file:///home/conda/feedstock_root/build_artifacts/jedi_1659959867326/work
-Jinja2 @ file:///home/conda/feedstock_root/build_artifacts/jinja2_1654302431367/work
-joblib @ file:///home/conda/feedstock_root/build_artifacts/joblib_1633637554808/work
-json5 @ file:///home/conda/feedstock_root/build_artifacts/json5_1600692310011/work
-jsonschema @ file:///home/conda/feedstock_root/build_artifacts/jsonschema-meta_1669172642032/work
-jupyter-client @ file:///home/conda/feedstock_root/build_artifacts/jupyter_client_1654730843242/work
-jupyter-server @ file:///home/conda/feedstock_root/build_artifacts/jupyter_server_1669064535452/work
-jupyter-server-proxy @ file:///home/conda/feedstock_root/build_artifacts/jupyter-server-proxy_1662628585242/work
-jupyter_core @ file:///home/conda/feedstock_root/build_artifacts/jupyter_core_1668030833073/work
-jupyterlab @ file:///home/conda/feedstock_root/build_artifacts/jupyterlab_1666613090338/work
-jupyterlab-pygments @ file:///home/conda/feedstock_root/build_artifacts/jupyterlab_pygments_1649936611996/work
-jupyterlab_server @ file:///home/conda/feedstock_root/build_artifacts/jupyterlab_server_1668171221202/work
-keras @ file:///home/conda/feedstock_root/build_artifacts/keras_1669020828024/work/keras-2.11.0-py2.py3-none-any.whl
-Keras-Preprocessing @ file:///home/conda/feedstock_root/build_artifacts/keras-preprocessing_1610713559828/work
-kiwisolver @ file:///home/conda/feedstock_root/build_artifacts/kiwisolver_1657953076186/work
-llvmlite==0.38.1
-locket @ file:///home/conda/feedstock_root/build_artifacts/locket_1650660393415/work
-lz4 @ file:///home/conda/feedstock_root/build_artifacts/lz4_1652795536065/work
-Markdown @ file:///home/conda/feedstock_root/build_artifacts/markdown_1657921053229/work
-MarkupSafe @ file:///home/conda/feedstock_root/build_artifacts/markupsafe_1648737556467/work
-matplotlib @ file:///home/conda/feedstock_root/build_artifacts/matplotlib-suite_1667504914367/work
-matplotlib-inline @ file:///home/conda/feedstock_root/build_artifacts/matplotlib-inline_1660814786464/work
-mistune @ file:///home/conda/feedstock_root/build_artifacts/mistune_1657892024508/work
-msgpack @ file:///home/conda/feedstock_root/build_artifacts/msgpack-python_1654260630346/work
-multidict @ file:///home/conda/feedstock_root/build_artifacts/multidict_1648882420423/work
-multipledispatch==0.6.0
-munkres==1.1.4
-nbclassic @ file:///home/conda/feedstock_root/build_artifacts/nbclassic_1667492839781/work
-nbclient @ file:///home/conda/feedstock_root/build_artifacts/nbclient_1665125402713/work
-nbconvert @ file:///home/conda/feedstock_root/build_artifacts/nbconvert-meta_1668442474361/work
-nbformat @ file:///home/conda/feedstock_root/build_artifacts/nbformat_1665426034066/work
-nest-asyncio @ file:///home/conda/feedstock_root/build_artifacts/nest-asyncio_1664684991461/work
-networkx @ file:///home/conda/feedstock_root/build_artifacts/networkx_1661192904448/work
-notebook @ file:///home/conda/feedstock_root/build_artifacts/notebook_1667565639349/work
-notebook_shim @ file:///home/conda/feedstock_root/build_artifacts/notebook-shim_1667478401171/work
-numba @ file:///home/conda/feedstock_root/build_artifacts/numba_1655473307261/work
-numexpr @ file:///home/conda/feedstock_root/build_artifacts/numexpr_1636286792193/work
-numpy @ file:///home/conda/feedstock_root/build_artifacts/numpy_1653325313343/work
-oauthlib @ file:///home/conda/feedstock_root/build_artifacts/oauthlib_1643507977997/work
-opencv-python==4.6.0
-opt-einsum @ file:///home/conda/feedstock_root/build_artifacts/opt_einsum_1617859230218/work
-packaging @ file:///home/conda/feedstock_root/build_artifacts/packaging_1637239678211/work
-pandas==1.5.2
-pandocfilters @ file:///home/conda/feedstock_root/build_artifacts/pandocfilters_1631603243851/work
-parso @ file:///home/conda/feedstock_root/build_artifacts/parso_1638334955874/work
-partd @ file:///home/conda/feedstock_root/build_artifacts/partd_1660316728562/work
-pexpect @ file:///home/conda/feedstock_root/build_artifacts/pexpect_1667297516076/work
-pickleshare @ file:///home/conda/feedstock_root/build_artifacts/pickleshare_1602536217715/work
-Pillow @ file:///home/conda/feedstock_root/build_artifacts/pillow_1660385855509/work
-pkgutil_resolve_name @ file:///home/conda/feedstock_root/build_artifacts/pkgutil-resolve-name_1633981968097/work
-platformdirs @ file:///home/conda/feedstock_root/build_artifacts/platformdirs_1657729053205/work
-ply==3.11
-prometheus-client @ file:///home/conda/feedstock_root/build_artifacts/prometheus_client_1665692535292/work
-prompt-toolkit @ file:///home/conda/feedstock_root/build_artifacts/prompt-toolkit_1667565496306/work
-protobuf==4.21.12
-psutil @ file:///home/conda/feedstock_root/build_artifacts/psutil_1653089170447/work
-ptyprocess @ file:///home/conda/feedstock_root/build_artifacts/ptyprocess_1609419310487/work/dist/ptyprocess-0.7.0-py2.py3-none-any.whl
-pure-eval @ file:///home/conda/feedstock_root/build_artifacts/pure_eval_1642875951954/work
-pyarrow==10.0.1
-pyasn1==0.4.8
-pyasn1-modules==0.2.7
-pycparser @ file:///home/conda/feedstock_root/build_artifacts/pycparser_1636257122734/work
-pyDeprecate==0.3.1
-Pygments @ file:///home/conda/feedstock_root/build_artifacts/pygments_1660666458521/work
-PyJWT @ file:///home/conda/feedstock_root/build_artifacts/pyjwt_1652398519695/work
-pyOpenSSL @ file:///home/conda/feedstock_root/build_artifacts/pyopenssl_1643496850550/work
-pyparsing @ file:///home/conda/feedstock_root/build_artifacts/pyparsing_1652235407899/work
-PyQt5==5.15.7
-PyQt5-sip==12.11.0
-pyrsistent @ file:///home/conda/feedstock_root/build_artifacts/pyrsistent_1667498685069/work
-PySocks @ file:///home/conda/feedstock_root/build_artifacts/pysocks_1648857263093/work
-python-dateutil @ file:///home/conda/feedstock_root/build_artifacts/python-dateutil_1626286286081/work
-pytorch-lightning @ file:///home/conda/feedstock_root/build_artifacts/pytorch-lightning_1644653088625/work
-pytz @ file:///home/conda/feedstock_root/build_artifacts/pytz_1660580468234/work
-pyu2f @ file:///home/conda/feedstock_root/build_artifacts/pyu2f_1604248910016/work
-PyWavelets @ file:///home/conda/feedstock_root/build_artifacts/pywavelets_1649616400802/work
-PyYAML @ file:///home/conda/feedstock_root/build_artifacts/pyyaml_1648757097602/work
-pyzmq @ file:///home/conda/feedstock_root/build_artifacts/pyzmq_1666828545060/work
-requests @ file:///home/conda/feedstock_root/build_artifacts/requests_1656534056640/work
-requests-oauthlib @ file:///home/conda/feedstock_root/build_artifacts/requests-oauthlib_1643557462909/work
-rsa @ file:///home/conda/feedstock_root/build_artifacts/rsa_1658328885051/work
-scikit-image @ file:///home/conda/feedstock_root/build_artifacts/scikit-image_1660146513757/work
-scikit-learn @ file:///home/conda/feedstock_root/build_artifacts/scikit-learn_1659726099166/work
-scipy==1.9.3
-Send2Trash @ file:///home/conda/feedstock_root/build_artifacts/send2trash_1628511208346/work
-simpervisor @ file:///home/conda/feedstock_root/build_artifacts/simpervisor_1609865618711/work
-sip @ file:///home/conda/feedstock_root/build_artifacts/sip_1655764895156/work
-six @ file:///home/conda/feedstock_root/build_artifacts/six_1620240208055/work
-sniffio @ file:///home/conda/feedstock_root/build_artifacts/sniffio_1662051266223/work
-sortedcontainers @ file:///home/conda/feedstock_root/build_artifacts/sortedcontainers_1621217038088/work
-soupsieve @ file:///home/conda/feedstock_root/build_artifacts/soupsieve_1658207591808/work
-SQLAlchemy @ file:///home/conda/feedstock_root/build_artifacts/sqlalchemy_1668277368776/work
-stack-data @ file:///home/conda/feedstock_root/build_artifacts/stack_data_1667334518791/work
-tables @ file:///home/conda/feedstock_root/build_artifacts/pytables_1666850052868/work
-tabulate @ file:///home/conda/feedstock_root/build_artifacts/tabulate_1655900837660/work
-tblib @ file:///home/conda/feedstock_root/build_artifacts/tblib_1616261298899/work
-tensorboard @ file:///home/conda/feedstock_root/build_artifacts/tensorboard_1673674224265/work/tensorboard-2.11.2-py3-none-any.whl
-tensorboard-data-server @ file:///home/conda/feedstock_root/build_artifacts/tensorboard-data-server_1670043784580/work/tensorboard_data_server-0.6.1-py3-none-manylinux2010_x86_64.whl
-tensorboard-plugin-wit @ file:///home/conda/feedstock_root/build_artifacts/tensorboard-plugin-wit_1641458951060/work/tensorboard_plugin_wit-1.8.1-py3-none-any.whl
-tensorflow @ file:///home/conda/feedstock_root/build_artifacts/tensorflow-split_1671154480251/work/tensorflow_pkg/tensorflow-2.11.0-cp39-cp39-linux_x86_64.whl
-tensorflow-estimator @ file:///home/conda/feedstock_root/build_artifacts/tensorflow-split_1671154480251/work/tensorflow-estimator/wheel_dir/tensorflow_estimator-2.11.0-py2.py3-none-any.whl
-termcolor @ file:///home/conda/feedstock_root/build_artifacts/termcolor_1657118200573/work
-terminado @ file:///home/conda/feedstock_root/build_artifacts/terminado_1666707760008/work
-threadpoolctl @ file:///home/conda/feedstock_root/build_artifacts/threadpoolctl_1643647933166/work
-tifffile @ file:///home/conda/feedstock_root/build_artifacts/tifffile_1660549926389/work
-tinycss2 @ file:///home/conda/feedstock_root/build_artifacts/tinycss2_1666100256010/work
-toml @ file:///home/conda/feedstock_root/build_artifacts/toml_1604308577558/work
-tomli @ file:///home/conda/feedstock_root/build_artifacts/tomli_1644342247877/work
-toolz @ file:///home/conda/feedstock_root/build_artifacts/toolz_1657485559105/work
-torch @ file:///home/conda/feedstock_root/build_artifacts/pytorch-recipe_1664817695546/work
-torchmetrics @ file:///home/conda/feedstock_root/build_artifacts/torchmetrics_1658640326316/work
-torchvision @ file:///home/conda/feedstock_root/build_artifacts/torchvision-split_1658664574149/work
-tornado @ file:///home/conda/feedstock_root/build_artifacts/tornado_1648827245914/work
-tqdm @ file:///home/conda/feedstock_root/build_artifacts/tqdm_1649051611147/work
-traitlets @ file:///home/conda/feedstock_root/build_artifacts/traitlets_1666115969632/work
-typing_extensions @ file:///home/conda/feedstock_root/build_artifacts/typing_extensions_1656706066251/work
-unicodedata2 @ file:///home/conda/feedstock_root/build_artifacts/unicodedata2_1649111919389/work
-urllib3 @ file:///home/conda/feedstock_root/build_artifacts/urllib3_1658789158161/work
-wcwidth @ file:///home/conda/feedstock_root/build_artifacts/wcwidth_1600965781394/work
-webencodings==0.5.1
-websocket-client @ file:///home/conda/feedstock_root/build_artifacts/websocket-client_1667568040382/work
-Werkzeug @ file:///home/conda/feedstock_root/build_artifacts/werkzeug_1660053523487/work
-wrapt @ file:///home/conda/feedstock_root/build_artifacts/wrapt_1651495236231/work
-xarray @ file:///home/conda/feedstock_root/build_artifacts/xarray_1658844022165/work
-yarl @ file:///home/conda/feedstock_root/build_artifacts/yarl_1648966524636/work
-zict @ file:///home/conda/feedstock_root/build_artifacts/zict_1651156074437/work
-zipp @ file:///home/conda/feedstock_root/build_artifacts/zipp_1659400682470/work
+pandas
+sklearn
+numpy
+cv2
+typing
+matplotlib
+pickle
+bob.bio.video
+bob.io.base
+bob.pipelines
+bob.bio.face
+bob.io.image
\ No newline at end of file
diff --git a/utils/_utils.py b/utils/_utils.py
index 0d8a9b4081738695fbb4bf40f3004700708298e2..d9cb8abcb94a6e647b9db498575dd712bff93483 100644
--- a/utils/_utils.py
+++ b/utils/_utils.py
@@ -10,7 +10,6 @@
import math
import pandas as pd
import pickle
-import yaml
SCENARIOS=["indoor_normal_light", "indoor_low_light", "outdoor_lateral_light"]
@@ -162,21 +161,3 @@ def create_matchings_for_attacks_oneID(probes_df, single_id):
matching = matching[matching['probe_reference_id'].str.contains('set-4')]
matching["bio_ref_reference_id"] = single_id
return matching
-
-
-
-def read_config_file(config_file):
- """This method reads a yaml config file
-
- Args:
- config_file ([type])
-
- Returns:
- [type]: [description]
- """
- with open(config_file, 'r') as stream:
- try:
- config = yaml.safe_load(stream)
- return config
- except yaml.YAMLError as exc:
- print(exc)
\ No newline at end of file