# !/usr/bin/env python
# -*- coding: utf-8 -*-
from __future__ import print_function, absolute_import
from dcase_util.datasets import AcousticSceneDataset
# =====================================================
# DCASE 2018
# =====================================================
[docs]class DCASE2018_Task5_DevelopmentSet(AcousticSceneDataset):
"""Task 5, Monitoring of domestic activities based on multi-channel acoustics, development set
This dataset is a derivative of the SINS database:
Dekkers G., Lauwereins S., Thoen B., Adhana M., Brouckxon H., Van den Bergh B., van Waterschoot T., Vanrumste B., Verhelst M., Karsmakers P. (2017). The SINS database for detection of daily activities in a home environment using an Acoustic Sensor Network. Detection and Classification of Acoustic Scenes and Events 2017 (accepted). DCASE Workshop. München, Germany, 16-17 November 2017.
A subset is used for "DCASE2018 - Task 5, Monitoring of domestic activities based on multi-channel acoustics"
"""
[docs] def __init__(self,
storage_name='DCASE18-Task5-development',
data_path=None,
included_content_types=None,
**kwargs):
"""
Constructor
Parameters
----------
storage_name : str
Name to be used when storing dataset on disk
data_path : str
Root path where the dataset is stored. If None, os.path.join(tempfile.gettempdir(), 'dcase_util_datasets')
is used.
included_content_types : list of str or str
Indicates what content type should be processed. One or multiple from ['all', 'audio', 'meta', 'code',
'documentation']. If None given, ['all'] is used. Parameter can be also comma separated string.
"""
kwargs['included_content_types'] = included_content_types
kwargs['data_path'] = data_path
kwargs['storage_name'] = storage_name
kwargs['dataset_group'] = 'scene'
kwargs['dataset_meta'] = {
'authors': 'Gert Dekkers and Peter Karsmakers',
'title': 'Task 5, Monitoring of domestic activities based on multi-channel acoustics, development set',
'url': None,
'audio_source': 'Daily living activities in a domestic environment',
'audio_type': 'Natural',
'audio_recording_device_model': 'Silicon Labs (EFM32WG980) microcontroller',
'microphone_model': 'Sonion N8AC03 MEMS microphone',
'licence': 'free non-commercial'
}
kwargs['crossvalidation_folds'] = 4
source_url = 'https://zenodo.org/record/1247102/files/'
kwargs['package_list'] = [
{
'content_type': 'documentation',
'remote_file': source_url + 'DCASE2018-task5-dev.doc.zip',
'remote_bytes': 62900,
'remote_md5': '4517a2560820af5da20e65e4a15a2d90',
'filename': 'DCASE2018-task5-dev.doc.zip'
},
{
'content_type': 'meta',
'remote_file': source_url + 'DCASE2018-task5-dev.meta.zip',
'remote_bytes': 984000,
'remote_md5': '8fd269986c168db5562e7509e6dc033a',
'filename': 'DCASE2018-task5-dev.meta.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-dev.audio.1.zip',
'remote_bytes': 2000000000,
'remote_md5': 'ae81259fa58b4ed11babd52386cb035a',
'filename': 'DCASE2018-task5-dev.audio.1.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-dev.audio.2.zip',
'remote_bytes': 2000000000,
'remote_md5': '88f2fa5306f76d6b4c4c82ce63798dc4',
'filename': 'DCASE2018-task5-dev.audio.2.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-dev.audio.3.zip',
'remote_bytes': 2000000000,
'remote_md5': '6fe16ce76abf801aa64662b06eecdacf',
'filename': 'DCASE2018-task5-dev.audio.3.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-dev.audio.4.zip',
'remote_bytes': 2000000000,
'remote_md5': '29892d9d444db700283058ea032ed18e',
'filename': 'DCASE2018-task5-dev.audio.4.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-dev.audio.5.zip',
'remote_bytes': 2000000000,
'remote_md5': '05aad2d1c80bf4b73d8c23ade155e9df',
'filename': 'DCASE2018-task5-dev.audio.5.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-dev.audio.6.zip',
'remote_bytes': 2000000000,
'remote_md5': 'aa9bad6f4b877e5c4c74aa26f9e31c32',
'filename': 'DCASE2018-task5-dev.audio.6.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-dev.audio.7.zip',
'remote_bytes': 2000000000,
'remote_md5': 'b87d1fb20da8ce1f45d50c56bf35c560',
'filename': 'DCASE2018-task5-dev.audio.7.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-dev.audio.8.zip',
'remote_bytes': 2000000000,
'remote_md5': 'd214fe45d50a18a18ebe7051956b872b',
'filename': 'DCASE2018-task5-dev.audio.8.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-dev.audio.9.zip',
'remote_bytes': 2000000000,
'remote_md5': '668631009d2b3bcf872bdd3d780446c6',
'filename': 'DCASE2018-task5-dev.audio.9.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-dev.audio.10.zip',
'remote_bytes': 2000000000,
'remote_md5': '195c2d2a810c5c4bf6523541a8536a58',
'filename': 'DCASE2018-task5-dev.audio.10.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-dev.audio.11.zip',
'remote_bytes': 2000000000,
'remote_md5': '1c92328c0fad3f9eb4a114bac89e8b19',
'filename': 'DCASE2018-task5-dev.audio.11.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-dev.audio.12.zip',
'remote_bytes': 2000000000,
'remote_md5': 'b651887afa7558bcbd79267fc40ea6c6',
'filename': 'DCASE2018-task5-dev.audio.12.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-dev.audio.13.zip',
'remote_bytes': 2000000000,
'remote_md5': 'f05a08f5c85633210be81c5ad5da3ef0',
'filename': 'DCASE2018-task5-dev.audio.13.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-dev.audio.14.zip',
'remote_bytes': 2000000000,
'remote_md5': '5c97b4ed12c167bf27bf3320fc3e665d',
'filename': 'DCASE2018-task5-dev.audio.14.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-dev.audio.15.zip',
'remote_bytes': 2000000000,
'remote_md5': '78370c4047caedfbc002b9d010ae4172',
'filename': 'DCASE2018-task5-dev.audio.15.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-dev.audio.16.zip',
'remote_bytes': 2000000000,
'remote_md5': '635747f2a89eb4fee971c53585bbac93',
'filename': 'DCASE2018-task5-dev.audio.16.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-dev.audio.17.zip',
'remote_bytes': 2000000000,
'remote_md5': 'a166c76ef8af1eef1e2c1b193de127a6',
'filename': 'DCASE2018-task5-dev.audio.17.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-dev.audio.18.zip',
'remote_bytes': 2000000000,
'remote_md5': 'ed326b2f5e8bb65553cea738a1a42250',
'filename': 'DCASE2018-task5-dev.audio.18.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-dev.audio.19.zip',
'remote_bytes': 2000000000,
'remote_md5': '429874b969a345e176136f2da6c6ec13',
'filename': 'DCASE2018-task5-dev.audio.19.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-dev.audio.20.zip',
'remote_bytes': 2000000000,
'remote_md5': 'b5779fdfb14194c3823f981f573f4784',
'filename': 'DCASE2018-task5-dev.audio.20.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-dev.audio.21.zip',
'remote_bytes': 2000000000,
'remote_md5': '684874d4882945145642be946dc10f39',
'filename': 'DCASE2018-task5-dev.audio.21.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-dev.audio.22.zip',
'remote_bytes': 2000000000,
'remote_md5': '6d1767a8ef6e3c5978f86a5b372641b6',
'filename': 'DCASE2018-task5-dev.audio.22.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-dev.audio.23.zip',
'remote_bytes': 1800000000,
'remote_md5': '4b727a3aca0b6b1456df46dd6196ae97',
'filename': 'DCASE2018-task5-dev.audio.23.zip'
}
]
kwargs['audio_paths'] = [
'audio'
]
super(DCASE2018_Task5_DevelopmentSet, self).__init__(**kwargs)
[docs]class DCASE2018_Task5_EvaluationSet(AcousticSceneDataset):
"""Task 5, Monitoring of domestic activities based on multi-channel acoustics, evaluation set
This dataset is a derivative of the SINS database:
Dekkers G., Lauwereins S., Thoen B., Adhana M., Brouckxon H., Van den Bergh B., van Waterschoot T., Vanrumste B., Verhelst M., Karsmakers P. (2017). The SINS database for detection of daily activities in a home environment using an Acoustic Sensor Network. Detection and Classification of Acoustic Scenes and Events 2017 (accepted). DCASE Workshop. München, Germany, 16-17 November 2017.
A subset is used for "DCASE2018 - Task 5, Monitoring of domestic activities based on multi-channel acoustics"
"""
[docs] def __init__(self,
storage_name='DCASE18-Task5-evaluation',
data_path=None,
included_content_types=None,
**kwargs):
"""
Constructor
Parameters
----------
storage_name : str
Name to be used when storing dataset on disk
data_path : str
Root path where the dataset is stored. If None, os.path.join(tempfile.gettempdir(), 'dcase_util_datasets')
is used.
included_content_types : list of str or str
Indicates what content type should be processed. One or multiple from ['all', 'audio', 'meta', 'code',
'documentation']. If None given, ['all'] is used. Parameter can be also comma separated string.
"""
kwargs['included_content_types'] = included_content_types
kwargs['data_path'] = data_path
kwargs['storage_name'] = storage_name
kwargs['reference_data_present'] = True
kwargs['dataset_group'] = 'scene'
kwargs['dataset_meta'] = {
'authors': 'Gert Dekkers and Peter Karsmakers',
'title': 'Task 5, Monitoring of domestic activities based on multi-channel acoustics, evaluation set',
'url': None,
'audio_source': 'Daily living activities in a domestic environment',
'audio_type': 'Natural',
'audio_recording_device_model': 'Silicon Labs (EFM32WG980) microcontroller',
'microphone_model': 'Sonion N8AC03 MEMS microphone',
'licence': 'free non-commercial'
}
kwargs['crossvalidation_folds'] = None
source_url = 'https://zenodo.org/record/1964758/files/'
kwargs['package_list'] = [
{
'content_type': 'documentation',
'remote_file': source_url + 'DCASE2018-task5-eval.doc.zip',
'remote_bytes': 61735,
'remote_md5': '46bb9533c4ac74f65a959fa4c963d25f',
'filename': 'DCASE2018-task5-eval.doc.zip'
},
{
'content_type': 'meta',
'remote_file': source_url + 'DCASE2018-task5-eval.meta.zip',
'remote_bytes': 1137185,
'remote_md5': '5256ade2443e80dc11ae8e816edaf664',
'filename': 'DCASE2018-task5-eval.meta.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-eval.audio.1.zip',
'remote_bytes': 2000000000,
'remote_md5': '0df319839c6ca49e1183a6bdda878105',
'filename': 'DCASE2018-task5-eval.audio.1.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-eval.audio.2.zip',
'remote_bytes': 2000000000,
'remote_md5': 'c4128c29b2ec7ca3a0a640160cea45e9',
'filename': 'DCASE2018-task5-eval.audio.2.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-eval.audio.3.zip',
'remote_bytes': 2000000000,
'remote_md5': '367add49b9dad7e4823d12ff17f248ac',
'filename': 'DCASE2018-task5-eval.audio.3.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-eval.audio.4.zip',
'remote_bytes': 2000000000,
'remote_md5': 'aa2a74ff766bba3c45775e73f686bf9c',
'filename': 'DCASE2018-task5-eval.audio.4.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-eval.audio.5.zip',
'remote_bytes': 2000000000,
'remote_md5': '845637aa439da622ef5529b1f081c235',
'filename': 'DCASE2018-task5-eval.audio.5.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-eval.audio.6.zip',
'remote_bytes': 2000000000,
'remote_md5': '23dc7375c17f504f602bd293891a0812',
'filename': 'DCASE2018-task5-eval.audio.6.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-eval.audio.7.zip',
'remote_bytes': 2000000000,
'remote_md5': '391845ae00c20f94d8c2e03d5016cff5',
'filename': 'DCASE2018-task5-eval.audio.7.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-eval.audio.8.zip',
'remote_bytes': 2000000000,
'remote_md5': '98c9421e99c241e1d96baaffaa7f9848',
'filename': 'DCASE2018-task5-eval.audio.8.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-eval.audio.9.zip',
'remote_bytes': 2000000000,
'remote_md5': 'ffc5be57c89ca1a8480b2124ab650126',
'filename': 'DCASE2018-task5-eval.audio.9.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-eval.audio.10.zip',
'remote_bytes': 2000000000,
'remote_md5': '0c619203edc5054c397a53680c401206',
'filename': 'DCASE2018-task5-eval.audio.10.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-eval.audio.11.zip',
'remote_bytes': 2000000000,
'remote_md5': '5e30ccf28f3b314eceb852926530d183',
'filename': 'DCASE2018-task5-eval.audio.11.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-eval.audio.12.zip',
'remote_bytes': 2000000000,
'remote_md5': 'b12c244e646f70b9318feaba1b62bf18',
'filename': 'DCASE2018-task5-eval.audio.12.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-eval.audio.13.zip',
'remote_bytes': 2000000000,
'remote_md5': '7f04c5471e102a261671122173bb3faa',
'filename': 'DCASE2018-task5-eval.audio.13.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-eval.audio.14.zip',
'remote_bytes': 2000000000,
'remote_md5': '4e1d4800d106e1167d5a746f8581fbee',
'filename': 'DCASE2018-task5-eval.audio.14.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-eval.audio.15.zip',
'remote_bytes': 2000000000,
'remote_md5': '810e1bf859931063c4dce8eb3d80de18',
'filename': 'DCASE2018-task5-eval.audio.15.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-eval.audio.16.zip',
'remote_bytes': 2000000000,
'remote_md5': '2d858a337a090bf64b69ed6c8a1ffa41',
'filename': 'DCASE2018-task5-eval.audio.16.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-eval.audio.17.zip',
'remote_bytes': 2000000000,
'remote_md5': 'e0541f41cf615951c94fba9aef302eac',
'filename': 'DCASE2018-task5-eval.audio.17.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-eval.audio.18.zip',
'remote_bytes': 2000000000,
'remote_md5': '418348dd851a320bc003f7c11ca7d17f',
'filename': 'DCASE2018-task5-eval.audio.18.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-eval.audio.19.zip',
'remote_bytes': 2000000000,
'remote_md5': 'b9ef08ba8a09f4ca056d3a3545a1a00b',
'filename': 'DCASE2018-task5-eval.audio.19.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-eval.audio.20.zip',
'remote_bytes': 2000000000,
'remote_md5': '6c75d2bdb778fc54f1a902300a56e969',
'filename': 'DCASE2018-task5-eval.audio.20.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-eval.audio.21.zip',
'remote_bytes': 2000000000,
'remote_md5': 'ccc5de1cac56a1f3835772aa5fd7613d',
'filename': 'DCASE2018-task5-eval.audio.21.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-eval.audio.22.zip',
'remote_bytes': 2000000000,
'remote_md5': 'ece9169ada4f46cf4e7969dc6cdcc52c',
'filename': 'DCASE2018-task5-eval.audio.22.zip'
},
{
'content_type': 'audio',
'remote_file': source_url + 'DCASE2018-task5-eval.audio.23.zip',
'remote_bytes': 1331540000,
'remote_md5': '9fda3aa8df12b57a57b0142fd5642a44',
'filename': 'DCASE2018-task5-eval.audio.23.zip'
}
]
kwargs['audio_paths'] = [
'audio'
]
super(DCASE2018_Task5_EvaluationSet, self).__init__(**kwargs)