from collections import namedtuple import importlib from lib.test.evaluation.data import SequenceList DatasetInfo = namedtuple('DatasetInfo', ['module', 'class_name', 'kwargs']) pt = "lib.test.evaluation.%sdataset" # Useful abbreviations to reduce the clutter dataset_dict = dict( otb=DatasetInfo(module=pt % "otb", class_name="OTBDataset", kwargs=dict()), nfs=DatasetInfo(module=pt % "nfs", class_name="NFSDataset", kwargs=dict()), uav=DatasetInfo(module=pt % "uav", class_name="UAVDataset", kwargs=dict()), tc128=DatasetInfo(module=pt % "tc128", class_name="TC128Dataset", kwargs=dict()), tc128ce=DatasetInfo(module=pt % "tc128ce", class_name="TC128CEDataset", kwargs=dict()), trackingnet=DatasetInfo(module=pt % "trackingnet", class_name="TrackingNetDataset", kwargs=dict()), got10k_test=DatasetInfo(module=pt % "got10k", class_name="GOT10KDataset", kwargs=dict(split='test')), got10k_val=DatasetInfo(module=pt % "got10k", class_name="GOT10KDataset", kwargs=dict(split='val')), got10k_ltrval=DatasetInfo(module=pt % "got10k", class_name="GOT10KDataset", kwargs=dict(split='ltrval')), lasot=DatasetInfo(module=pt % "lasot", class_name="LaSOTDataset", kwargs=dict()), lasot_lmdb=DatasetInfo(module=pt % "lasot_lmdb", class_name="LaSOTlmdbDataset", kwargs=dict()), lasot_extension_subset = DatasetInfo(module=pt % "lasotextensionsubset", class_name="LaSOTExtensionSubsetDataset", kwargs=dict()), lasot_extension_subset_lang=DatasetInfo(module=pt % "lasotextensionsubset_lang", class_name="LaSOTExtensionSubset_LangDataset", kwargs=dict()), otb99_lang=DatasetInfo(module=pt % "otb99lang", class_name="OTB99LangDataset", kwargs=dict()), tnl2k=DatasetInfo(module=pt % "tnl2k", class_name="TNL2kDataset", kwargs=dict()), lasot_lang=DatasetInfo(module=pt % "lasotlang", class_name="LaSOTLangDataset", kwargs=dict()), # add for MGIT videocube_test=DatasetInfo(module=pt % "videocube", class_name="VideoCubeDataset", kwargs=dict(split='test')), videocube_val=DatasetInfo(module=pt % "videocube", class_name="VideoCubeDataset", kwargs=dict(split='val')), videocube_val_tiny=DatasetInfo(module=pt % "videocube", class_name="VideoCubeDataset", kwargs=dict(split='val', version='tiny')), videocube_test_tiny=DatasetInfo(module=pt % "videocube", class_name="VideoCubeDataset", kwargs=dict(split='test', version='tiny')) ) def load_dataset(name: str): """ Import and load a single dataset.""" name = name.lower() dset_info = dataset_dict.get(name) if dset_info is None: raise ValueError('Unknown dataset \'%s\'' % name) m = importlib.import_module(dset_info.module) dataset = getattr(m, dset_info.class_name)(**dset_info.kwargs) # Call the constructor return dataset.get_sequence_list() def get_dataset(*args): """ Get a single or set of datasets.""" dset = SequenceList() for name in args: dset.extend(load_dataset(name)) return dset