diff --git a/bob/pad/face/config/oulunpu.py b/bob/pad/face/config/oulunpu.py
new file mode 100644
index 0000000000000000000000000000000000000000..69bedd1fe6fa8a1caaf8865c72fa533f7982eb18
--- /dev/null
+++ b/bob/pad/face/config/oulunpu.py
@@ -0,0 +1,25 @@
+"""The `OULU-NPU`_ Database.
+A mobile face presentation attack database with real-world variations database.
+
+To configure the location of the database on your computer, run::
+
+ bob config set bob.db.oulunpu.directory /path/to/oulunpu/database
+
+
+If you use this database, please cite the following publication::
+
+ @INPROCEEDINGS{OULU_NPU_2017,
+ author = {Boulkenafet, Z. and Komulainen, J. and Li, Lei. and Feng, X. and Hadid, A.},
+ keywords = {biometrics, face recognition, anti-spoofing, presentation attack, generalization, colour texture},
+ month = May,
+ title = {{OULU-NPU}: A mobile face presentation attack database with real-world variations},
+ journal = {IEEE International Conference on Automatic Face and Gesture Recognition},
+ year = {2017},
+ }
+
+
+.. include:: links.rst
+"""
+from bob.pad.face.database import OulunpuPadDatabase
+
+database = OulunpuPadDatabase()
diff --git a/bob/pad/face/database/__init__.py b/bob/pad/face/database/__init__.py
index 082597cb446ca2962c26cbf15020d81cea568937..b842785c16887e19c0bc016b5ff249b53ab98a19 100644
--- a/bob/pad/face/database/__init__.py
+++ b/bob/pad/face/database/__init__.py
@@ -6,6 +6,7 @@ from .maskattack import MaskAttackPadDatabase
from .replay_attack import ReplayAttackPadDatabase
from .replay_mobile import ReplayMobilePadDatabase
from .swan import SwanPadDatabase
+from .oulunpu import OulunpuPadDatabase
# gets sphinx autodoc done right - don't remove it
@@ -32,6 +33,7 @@ __appropriate__(
CasiaSurfPadDatabase,
CasiaFasdPadDatabase,
SwanPadDatabase,
+ OulunpuPadDatabase,
)
__all__ = [_ for _ in dir() if not _.startswith('_')]
diff --git a/bob/pad/face/database/oulunpu.py b/bob/pad/face/database/oulunpu.py
new file mode 100644
index 0000000000000000000000000000000000000000..a1b56a023ee882fa8c252860648db0f541597a6f
--- /dev/null
+++ b/bob/pad/face/database/oulunpu.py
@@ -0,0 +1,55 @@
+import logging
+
+from bob.extension import rc
+from bob.extension.download import get_file
+from bob.pad.base.database import FileListPadDatabase
+from bob.pad.face.database import VideoPadSample
+
+logger = logging.getLogger(__name__)
+
+
+def OulunpuPadDatabase(
+ protocol="Protocol_1",
+ selection_style=None,
+ max_number_of_frames=None,
+ step_size=None,
+ annotation_directory=None,
+ annotation_type=None,
+ fixed_positions=None,
+ **kwargs,
+):
+ name = "pad-face-oulunpu-75221078.tar.gz"
+ dataset_protocols_path = get_file(
+ name,
+ [f"http://www.idiap.ch/software/bob/data/bob/bob.pad.face/{name}"],
+ cache_subdir="protocols",
+ file_hash="75221078",
+ )
+
+ if annotation_directory is None:
+ name = "annotations-oulunpu-mtcnn-3bee9b6d.tar.xz"
+ annotation_directory = get_file(
+ name,
+ [f"http://www.idiap.ch/software/bob/data/bob/bob.pad.face/{name}"],
+ cache_subdir="annotations",
+ file_hash="3bee9b6d",
+ )
+ annotation_type = "eyes-center"
+
+ transformer = VideoPadSample(
+ original_directory=rc.get("bob.db.oulunpu.directory"),
+ annotation_directory=annotation_directory,
+ selection_style=selection_style,
+ max_number_of_frames=max_number_of_frames,
+ step_size=step_size,
+ )
+
+ database = FileListPadDatabase(
+ dataset_protocols_path,
+ protocol,
+ transformer=transformer,
+ **kwargs,
+ )
+ database.annotation_type = annotation_type
+ database.fixed_positions = fixed_positions
+ return database
diff --git a/bob/pad/face/test/test_databases.py b/bob/pad/face/test/test_databases.py
index c1162b248d5bbfa42c06b807befa7e0a62dbb068..3c5fba90acc6ebcace6565f44155d21a0fb55af9 100644
--- a/bob/pad/face/test/test_databases.py
+++ b/bob/pad/face/test/test_databases.py
@@ -39,7 +39,9 @@ def test_replayattack():
sample = database.sort(database.samples())[0]
try:
- assert sample.annotations["0"] == {
+ annot = dict(sample.annotations["0"])
+ assert annot["leye"][1] > annot["reye"][1], annot
+ assert annot == {
"bottomright": [213, 219],
"topleft": [58, 108],
"leye": [118, 190],
@@ -76,7 +78,9 @@ def test_replaymobile():
sample = database.sort(database.samples())[0]
try:
- assert sample.annotations["0"] == {
+ annot = dict(sample.annotations["0"])
+ assert annot["leye"][1] > annot["reye"][1], annot
+ assert annot == {
"bottomright": [760, 498],
"topleft": [374, 209],
"leye": [518, 417],
@@ -211,7 +215,9 @@ def test_swan():
sample = database.sort(database.samples())[0]
try:
- assert dict(sample.annotations["0"]) == {
+ annot = dict(sample.annotations["0"])
+ assert annot["leye"][1] > annot["reye"][1], annot
+ assert annot == {
"bottomright": [849, 564],
"leye": [511, 453],
"mouthleft": [709, 271],
@@ -224,3 +230,61 @@ def test_swan():
assert sample.data[0][0, 0, 0] == 87
except RuntimeError as e:
raise SkipTest(e)
+
+
+def test_oulunpu():
+ database = bob.bio.base.load_resource(
+ "oulunpu",
+ "database",
+ preferred_package="bob.pad.face",
+ package_prefix="bob.pad.",
+ )
+
+ assert database.protocols() == [
+ "Protocol_1",
+ "Protocol_1_2",
+ "Protocol_1_3",
+ "Protocol_2",
+ "Protocol_3_1",
+ "Protocol_3_2",
+ "Protocol_3_3",
+ "Protocol_3_4",
+ "Protocol_3_5",
+ "Protocol_3_6",
+ "Protocol_4_1",
+ "Protocol_4_2",
+ "Protocol_4_3",
+ "Protocol_4_4",
+ "Protocol_4_5",
+ "Protocol_4_6",
+ ]
+ assert database.groups() == ["dev", "eval", "train"]
+ assert len(database.samples(groups=["train", "dev", "eval"])) == 1200 + 900 + 600
+ assert len(database.samples(groups=["train", "dev"])) == 1200 + 900
+ assert len(database.samples(groups=["train"])) == 1200
+ assert (
+ len(database.samples(groups=["train", "dev", "eval"], purposes="real"))
+ == 240 + 180 + 120
+ )
+ assert (
+ len(database.samples(groups=["train", "dev", "eval"], purposes="attack"))
+ == 960 + 720 + 480
+ )
+
+ sample = database.sort(database.samples())[0]
+ try:
+ annot = dict(sample.annotations["0"])
+ assert annot["leye"][1] > annot["reye"][1], annot
+ assert annot == {
+ "bottomright": [1124, 773],
+ "leye": [818, 638],
+ "mouthleft": [1005, 489],
+ "mouthright": [1000, 634],
+ "nose": [906, 546],
+ "reye": [821, 470],
+ "topleft": [632, 394],
+ }
+ assert sample.data.shape == (20, 3, 1920, 1080)
+ assert sample.data[0][0, 0, 0] == 195
+ except RuntimeError as e:
+ raise SkipTest(e)
diff --git a/doc/links.rst b/doc/links.rst
index 09f5c2d7d96c5e751167f21500362038c7539c23..5c51ec6cc7d0bb7cb2a4e4034d8220206c431ef6 100644
--- a/doc/links.rst
+++ b/doc/links.rst
@@ -15,3 +15,4 @@
.. _MIFS: http://www.antitza.com/makeup-datasets.html
.. _CELEBA: http://mmlab.ie.cuhk.edu.hk/projects/CelebA.html
.. _Swan: https://www.idiap.ch/dataset/swan
+.. _oulu-npu: https://sites.google.com/site/oulunpudatabase/
diff --git a/setup.py b/setup.py
index 10450c19bf771fcfeab77ac8fdfebb013ac778c9..f14cecf4057cc447451a8941a3699920d5311012 100644
--- a/setup.py
+++ b/setup.py
@@ -63,6 +63,7 @@ setup(
"casiasurf-color = bob.pad.face.config.casiasurf_color:database",
"casiasurf = bob.pad.face.config.casiasurf:database",
"swan = bob.pad.face.config.swan:database",
+ "oulunpu = bob.pad.face.config.oulunpu:database",
],
# registered configurations:
"bob.pad.config": [
@@ -74,6 +75,7 @@ setup(
"casiasurf-color = bob.pad.face.config.casiasurf_color",
"casiasurf = bob.pad.face.config.casiasurf",
"swan = bob.pad.face.config.swan",
+ "oulunpu = bob.pad.face.config.oulunpu",
# LBPs
"lbp = bob.pad.face.config.lbp_64",
# quality measure