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""" | |
Run scripts/extract_anns.py to generate these json files. | |
""" | |
def get_train_test_data(ann_dir, wav_dir, split_name, load_extra=True): | |
if split_name == 'diff': | |
train_sets, test_sets = split_diff(ann_dir, wav_dir, load_extra) | |
elif split_name == 'same': | |
train_sets, test_sets = split_same(ann_dir, wav_dir, load_extra) | |
else: | |
print('Split not defined') | |
assert False | |
return train_sets, test_sets | |
def split_diff(ann_dir, wav_dir, load_extra=True): | |
train_sets = [] | |
if load_extra: | |
train_sets.append({'dataset_name': 'BatDetective', | |
'is_test': False, | |
'is_binary': True, # just a bat / not bat dataset ie no classes | |
'ann_path': ann_dir + 'train_set_bulgaria_batdetective_with_bbs.json', | |
'wav_path': wav_dir + 'bat_detective/audio/'}) | |
train_sets.append({'dataset_name': 'bat_logger_qeop_empty', | |
'is_test': False, | |
'is_binary': True, | |
'ann_path': ann_dir + 'bat_logger_qeop_empty.json', | |
'wav_path': wav_dir + 'bat_logger_qeop_empty/audio/'}) | |
train_sets.append({'dataset_name': 'bat_logger_2016_empty', | |
'is_test': False, | |
'is_binary': True, | |
'ann_path': ann_dir + 'train_set_bat_logger_2016_empty.json', | |
'wav_path': wav_dir + 'bat_logger_2016/audio/'}) | |
# train_sets.append({'dataset_name': 'brazil_data_binary', | |
# 'is_test': False, | |
# 'ann_path': ann_dir + 'brazil_data_binary.json', | |
# 'wav_path': wav_dir + 'brazil_data/audio/'}) | |
train_sets.append({'dataset_name': 'echobank', | |
'is_test': False, | |
'is_binary': False, | |
'ann_path': ann_dir + 'Echobank_train_expert.json', | |
'wav_path': wav_dir + 'echobank/audio/'}) | |
train_sets.append({'dataset_name': 'sn_scot_nor', | |
'is_test': False, | |
'is_binary': False, | |
'ann_path': ann_dir + 'sn_scot_nor_0.5_expert.json', | |
'wav_path': wav_dir + 'sn_scot_nor/audio/'}) | |
train_sets.append({'dataset_name': 'BCT_1_sec', | |
'is_test': False, | |
'is_binary': False, | |
'ann_path': ann_dir + 'BCT_1_sec_train_expert.json', | |
'wav_path': wav_dir + 'BCT_1_sec/audio/'}) | |
train_sets.append({'dataset_name': 'bcireland', | |
'is_test': False, | |
'is_binary': False, | |
'ann_path': ann_dir + 'bcireland_expert.json', | |
'wav_path': wav_dir + 'bcireland/audio/'}) | |
train_sets.append({'dataset_name': 'rhinolophus_steve_BCT', | |
'is_test': False, | |
'is_binary': False, | |
'ann_path': ann_dir + 'rhinolophus_steve_BCT_expert.json', | |
'wav_path': wav_dir + 'rhinolophus_steve_BCT/audio/'}) | |
test_sets = [] | |
test_sets.append({'dataset_name': 'bat_data_martyn_2018', | |
'is_test': True, | |
'is_binary': False, | |
'ann_path': ann_dir + 'BritishBatCalls_MartynCooke_2018_1_sec_train_expert.json', | |
'wav_path': wav_dir + 'bat_data_martyn_2018/audio/'}) | |
test_sets.append({'dataset_name': 'bat_data_martyn_2018_test', | |
'is_test': True, | |
'is_binary': False, | |
'ann_path': ann_dir + 'BritishBatCalls_MartynCooke_2018_1_sec_test_expert.json', | |
'wav_path': wav_dir + 'bat_data_martyn_2018_test/audio/'}) | |
test_sets.append({'dataset_name': 'bat_data_martyn_2019', | |
'is_test': True, | |
'is_binary': False, | |
'ann_path': ann_dir + 'BritishBatCalls_MartynCooke_2019_1_sec_train_expert.json', | |
'wav_path': wav_dir + 'bat_data_martyn_2019/audio/'}) | |
test_sets.append({'dataset_name': 'bat_data_martyn_2019_test', | |
'is_test': True, | |
'is_binary': False, | |
'ann_path': ann_dir + 'BritishBatCalls_MartynCooke_2019_1_sec_test_expert.json', | |
'wav_path': wav_dir + 'bat_data_martyn_2019_test/audio/'}) | |
return train_sets, test_sets | |
def split_same(ann_dir, wav_dir, load_extra=True): | |
train_sets = [] | |
if load_extra: | |
train_sets.append({'dataset_name': 'BatDetective', | |
'is_test': False, | |
'is_binary': True, | |
'ann_path': ann_dir + 'train_set_bulgaria_batdetective_with_bbs.json', | |
'wav_path': wav_dir + 'bat_detective/audio/'}) | |
train_sets.append({'dataset_name': 'bat_logger_qeop_empty', | |
'is_test': False, | |
'is_binary': True, | |
'ann_path': ann_dir + 'bat_logger_qeop_empty.json', | |
'wav_path': wav_dir + 'bat_logger_qeop_empty/audio/'}) | |
train_sets.append({'dataset_name': 'bat_logger_2016_empty', | |
'is_test': False, | |
'is_binary': True, | |
'ann_path': ann_dir + 'train_set_bat_logger_2016_empty.json', | |
'wav_path': wav_dir + 'bat_logger_2016/audio/'}) | |
# train_sets.append({'dataset_name': 'brazil_data_binary', | |
# 'is_test': False, | |
# 'ann_path': ann_dir + 'brazil_data_binary.json', | |
# 'wav_path': wav_dir + 'brazil_data/audio/'}) | |
train_sets.append({'dataset_name': 'echobank', | |
'is_test': False, | |
'is_binary': False, | |
'ann_path': ann_dir + 'Echobank_train_expert_TRAIN.json', | |
'wav_path': wav_dir + 'echobank/audio/'}) | |
train_sets.append({'dataset_name': 'sn_scot_nor', | |
'is_test': False, | |
'is_binary': False, | |
'ann_path': ann_dir + 'sn_scot_nor_0.5_expert_TRAIN.json', | |
'wav_path': wav_dir + 'sn_scot_nor/audio/'}) | |
train_sets.append({'dataset_name': 'BCT_1_sec', | |
'is_test': False, | |
'is_binary': False, | |
'ann_path': ann_dir + 'BCT_1_sec_train_expert_TRAIN.json', | |
'wav_path': wav_dir + 'BCT_1_sec/audio/'}) | |
train_sets.append({'dataset_name': 'bcireland', | |
'is_test': False, | |
'is_binary': False, | |
'ann_path': ann_dir + 'bcireland_expert_TRAIN.json', | |
'wav_path': wav_dir + 'bcireland/audio/'}) | |
train_sets.append({'dataset_name': 'rhinolophus_steve_BCT', | |
'is_test': False, | |
'is_binary': False, | |
'ann_path': ann_dir + 'rhinolophus_steve_BCT_expert_TRAIN.json', | |
'wav_path': wav_dir + 'rhinolophus_steve_BCT/audio/'}) | |
train_sets.append({'dataset_name': 'bat_data_martyn_2018', | |
'is_test': False, | |
'is_binary': False, | |
'ann_path': ann_dir + 'BritishBatCalls_MartynCooke_2018_1_sec_train_expert_TRAIN.json', | |
'wav_path': wav_dir + 'bat_data_martyn_2018/audio/'}) | |
train_sets.append({'dataset_name': 'bat_data_martyn_2018_test', | |
'is_test': False, | |
'is_binary': False, | |
'ann_path': ann_dir + 'BritishBatCalls_MartynCooke_2018_1_sec_test_expert_TRAIN.json', | |
'wav_path': wav_dir + 'bat_data_martyn_2018_test/audio/'}) | |
train_sets.append({'dataset_name': 'bat_data_martyn_2019', | |
'is_test': False, | |
'is_binary': False, | |
'ann_path': ann_dir + 'BritishBatCalls_MartynCooke_2019_1_sec_train_expert_TRAIN.json', | |
'wav_path': wav_dir + 'bat_data_martyn_2019/audio/'}) | |
train_sets.append({'dataset_name': 'bat_data_martyn_2019_test', | |
'is_test': False, | |
'is_binary': False, | |
'ann_path': ann_dir + 'BritishBatCalls_MartynCooke_2019_1_sec_test_expert_TRAIN.json', | |
'wav_path': wav_dir + 'bat_data_martyn_2019_test/audio/'}) | |
# train_sets.append({'dataset_name': 'bat_data_martyn_2021_train', | |
# 'is_test': False, | |
# 'is_binary': False, | |
# 'ann_path': ann_dir + 'bat_data_martyn_2021_TRAIN.json', | |
# 'wav_path': wav_dir + 'bat_data_martyn_2021/audio/'}) | |
# train_sets.append({'dataset_name': 'volunteers_2021_train', | |
# 'is_test': False, | |
# 'is_binary': False, | |
# 'ann_path': ann_dir + 'volunteers_2021_TRAIN.json', | |
# 'wav_path': wav_dir + 'volunteers_2021/audio/'}) | |
test_sets = [] | |
test_sets.append({'dataset_name': 'echobank', | |
'is_test': True, | |
'is_binary': False, | |
'ann_path': ann_dir + 'Echobank_train_expert_TEST.json', | |
'wav_path': wav_dir + 'echobank/audio/'}) | |
test_sets.append({'dataset_name': 'sn_scot_nor', | |
'is_test': True, | |
'is_binary': False, | |
'ann_path': ann_dir + 'sn_scot_nor_0.5_expert_TEST.json', | |
'wav_path': wav_dir + 'sn_scot_nor/audio/'}) | |
test_sets.append({'dataset_name': 'BCT_1_sec', | |
'is_test': True, | |
'is_binary': False, | |
'ann_path': ann_dir + 'BCT_1_sec_train_expert_TEST.json', | |
'wav_path': wav_dir + 'BCT_1_sec/audio/'}) | |
test_sets.append({'dataset_name': 'bcireland', | |
'is_test': True, | |
'is_binary': False, | |
'ann_path': ann_dir + 'bcireland_expert_TEST.json', | |
'wav_path': wav_dir + 'bcireland/audio/'}) | |
test_sets.append({'dataset_name': 'rhinolophus_steve_BCT', | |
'is_test': True, | |
'is_binary': False, | |
'ann_path': ann_dir + 'rhinolophus_steve_BCT_expert_TEST.json', | |
'wav_path': wav_dir + 'rhinolophus_steve_BCT/audio/'}) | |
test_sets.append({'dataset_name': 'bat_data_martyn_2018', | |
'is_test': True, | |
'is_binary': False, | |
'ann_path': ann_dir + 'BritishBatCalls_MartynCooke_2018_1_sec_train_expert_TEST.json', | |
'wav_path': wav_dir + 'bat_data_martyn_2018/audio/'}) | |
test_sets.append({'dataset_name': 'bat_data_martyn_2018_test', | |
'is_test': True, | |
'is_binary': False, | |
'ann_path': ann_dir + 'BritishBatCalls_MartynCooke_2018_1_sec_test_expert_TEST.json', | |
'wav_path': wav_dir + 'bat_data_martyn_2018_test/audio/'}) | |
test_sets.append({'dataset_name': 'bat_data_martyn_2019', | |
'is_test': True, | |
'is_binary': False, | |
'ann_path': ann_dir + 'BritishBatCalls_MartynCooke_2019_1_sec_train_expert_TEST.json', | |
'wav_path': wav_dir + 'bat_data_martyn_2019/audio/'}) | |
test_sets.append({'dataset_name': 'bat_data_martyn_2019_test', | |
'is_test': True, | |
'is_binary': False, | |
'ann_path': ann_dir + 'BritishBatCalls_MartynCooke_2019_1_sec_test_expert_TEST.json', | |
'wav_path': wav_dir + 'bat_data_martyn_2019_test/audio/'}) | |
# test_sets.append({'dataset_name': 'bat_data_martyn_2021_test', | |
# 'is_test': True, | |
# 'is_binary': False, | |
# 'ann_path': ann_dir + 'bat_data_martyn_2021_TEST.json', | |
# 'wav_path': wav_dir + 'bat_data_martyn_2021/audio/'}) | |
# test_sets.append({'dataset_name': 'volunteers_2021_test', | |
# 'is_test': True, | |
# 'is_binary': False, | |
# 'ann_path': ann_dir + 'volunteers_2021_TEST.json', | |
# 'wav_path': wav_dir + 'volunteers_2021/audio/'}) | |
return train_sets, test_sets | |