in video_retrieval.py [0:0]
def main(args, logger=None):
# Get model and datasets
model, dataset, dataset_test = init(args,
get_video_encoder_only=True, logger=logger)
# Get train features
train_features, train_vid_indices, train_labels = load_or_get_features(
args, dataset, model,
logger=logger, mode='train', get_audio=args.get_audio
)
# Get val features
val_features, val_vid_indices, val_labels = load_or_get_features(
args, dataset_test, model,
logger=logger, mode='test', get_audio=args.get_audio
)
# Average features to get mean feat per video
print("Averaging features")
train_features, train_vid_indices, train_labels = average_features(
args, train_features, train_vid_indices, train_labels,
get_audio=args.get_audio, aud_features=None, logger=logger
)
val_features, val_vid_indices, val_labels = average_features(
args, val_features, val_vid_indices, val_labels,
get_audio=args.get_audio, aud_features=None, logger=logger
)
# Get retrieval benchmarks
retrieval(
train_features,
train_labels,
train_vid_indices,
val_features,
val_labels,
val_vid_indices,
train_aud_features=None,
val_aud_features=None,
task='v-v'
)