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Grounded-SAM-2/lib/test/evaluation/datasets.py

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2024-11-19 22:12:54 -08:00
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()),
vot18=DatasetInfo(module=pt % "vot", class_name="VOTDataset", kwargs=dict()),
vot22=DatasetInfo(module=pt % "vot", class_name="VOTDataset", kwargs=dict(year=22)),
itb=DatasetInfo(module=pt % "itb", class_name="ITBDataset", kwargs=dict()),
tnl2k=DatasetInfo(module=pt % "tnl2k", class_name="TNL2kDataset", kwargs=dict()),
lasot_extension_subset=DatasetInfo(module=pt % "lasotextensionsubset", class_name="LaSOTExtensionSubsetDataset",
kwargs=dict()),
)
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