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6932 lines
486 KiB
6932 lines
486 KiB
""" ImageNet-22K (and 12K subset) TFDS dataset definitions."""
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import io
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import os
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import time
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import re
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import operator
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from itertools import chain
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import numpy as np
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from PIL import Image
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import tensorflow_datasets as tfds
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MIN_DIM = 56
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MAX_DIM = 448
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_DESCRIPTION = """
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Description is **formatted** as markdown.
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It should also contain any processing which has been applied (if any),
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(e.g. corrupted example skipped, images cropped,...):
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"""
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_CITATION = """
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"""
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_TRAIN_12K_CSV = 'train_12k.csv'
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_TRAIN_22K_CSV = 'train_22k.csv'
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# both datasets use same 12k validation samples (but different labels), there are few samples in the rest
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_VALIDATION_12K_CSV = 'val_12k.csv'
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_VALIDATION_22K_CSV = 'val_12k.csv'
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class Imagenet22k(tfds.core.GeneratorBasedBuilder):
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"""DatasetBuilder for imagenet22k dataset."""
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VERSION = tfds.core.Version('1.0.0')
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RELEASE_NOTES = {
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'1.0.0': 'Initial release.',
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}
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MANUAL_DOWNLOAD_INSTRUCTIONS = """\
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manual_dir must be specified and contain train & validation csv files and images.
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"""
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_TRAIN_CSV = _TRAIN_22K_CSV
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_VALIDATION_CSV = _VALIDATION_22K_CSV
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def _labels(self):
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return imagenet22k_synsets()
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def _info(self) -> tfds.core.DatasetInfo:
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"""Returns the dataset metadata."""
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return tfds.core.DatasetInfo(
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builder=self,
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description=_DESCRIPTION,
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features=tfds.features.FeaturesDict(
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{
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'image': tfds.features.Image(encoding_format='jpeg'),
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'label': tfds.features.ClassLabel(names=self._labels()),
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'file_name': tfds.features.Text(), # Eg: ''n15075141',_54.JPEG'
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}),
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supervised_keys=('image', 'label'),
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homepage='http://image-net.org/',
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citation=_CITATION,
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)
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def _split_generators(self, dl_manager: tfds.download.DownloadManager):
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"""Returns SplitGenerators."""
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manual_dir = dl_manager.manual_dir
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train_records, val_records = _load_records(
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train_csv=os.path.join(manual_dir, self._TRAIN_CSV),
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validation_csv=os.path.join(manual_dir, self._VALIDATION_CSV),
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labels=self._labels(),
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)
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return {
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'train': self._generate_examples(train_records, manual_dir),
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'validation': self._generate_examples(val_records, manual_dir),
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}
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def _generate_examples(self, records, manual_dir, resize_short=True, max_img_size=MAX_DIM):
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"""Yields examples."""
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for r in records:
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try:
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filename, output_record = _process_record(
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r, manual_dir, resize_short=resize_short, max_img_size=max_img_size)
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yield filename, output_record
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except Exception as e:
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print('Exception:', e)
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continue
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class Imagenet12k(Imagenet22k):
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"""DatasetBuilder for imagenet12k dataset."""
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VERSION = tfds.core.Version('1.0.0')
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RELEASE_NOTES = {
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'1.0.0': 'Initial release.',
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}
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MANUAL_DOWNLOAD_INSTRUCTIONS = """\
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manual_dir must be specified and contain train & validation csv files and images.
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"""
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_TRAIN_CSV = _TRAIN_12K_CSV
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def _labels(self):
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return imagenet12k_synsets()
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def _natural_key(string_):
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"""See http://www.codinghorror.com/blog/archives/001018.html"""
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return [int(s) if s.isdigit() else s for s in re.split(r'(\d+)', string_.lower())]
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def _load_records(
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train_csv,
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validation_csv,
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labels,
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min_img_size=MIN_DIM,
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):
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pd = tfds.core.lazy_imports.pandas
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train_record_df = pd.read_csv(train_csv, index_col=None)
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train_record_df = train_record_df[
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~((train_record_df.height < min_img_size) | (train_record_df.width < min_img_size))]
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val_record_df = pd.read_csv(validation_csv, index_col=None)
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val_record_df = val_record_df[
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~((val_record_df.height < min_img_size) | (val_record_df.width < min_img_size))]
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class_to_idx = {k: i for i, k in enumerate(labels)}
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print('class to idx:', len(class_to_idx))
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train_record_df['label'] = train_record_df['cls'].map(class_to_idx).astype(int)
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train_record_df = train_record_df[['filename', 'label']]
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print('num train records:', len(train_record_df.index))
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val_record_df['label'] = val_record_df['cls'].map(class_to_idx).astype(int)
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val_record_df = val_record_df[['filename', 'label']]
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print('num val records:', len(val_record_df.index))
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train_records = train_record_df.to_records(index=False)
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val_records = val_record_df.to_records(index=False)
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return train_records, val_records
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def _process_record(input_record, input_dir, resize_short=True, max_img_size=600):
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filename = input_record['filename']
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label = input_record['label']
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label = label.item() if isinstance(label, np.integer) else int(label)
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output_record = dict(label=label)
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f = os.path.join(input_dir, filename)
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img_stream = io.BytesIO(open(f, 'rb').read())
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img = Image.open(img_stream)
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img.load()
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format_changed = img.format != 'JPEG'
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mode_changed = False
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if img.mode != "RGB":
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mode_changed = True
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img = img.convert('RGB')
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w, h = img.size
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resized = False
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if max_img_size is not None:
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cmp_fn = min if resize_short else max
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cmp_size = cmp_fn(img.size)
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if cmp_size > max_img_size:
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scale = max_img_size / float(cmp_size)
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if scale != 1.0:
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wn, hn = tuple(round(d * scale) for d in (w, h))
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img = img.resize((wn, hn), Image.BICUBIC, reducing_gap=3)
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resized = True
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if resized or mode_changed or format_changed:
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extra = {}
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if 'icc_profile' in img.info:
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extra['icc_profile'] = img.info['icc_profile']
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if 'exif' in img.info:
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extra['exif'] = img.info['exif']
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del img_stream
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img_stream = io.BytesIO()
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img.save(img_stream, 'JPEG', subsampling=1, quality=90, **extra)
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img_stream.seek(0)
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output_record['image'] = img_stream.read()
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output_record['file_name'] = filename
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return os.path.basename(filename), output_record
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def imagenet12k_synsets():
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return [
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'n00005787', 'n00006484', 'n00007846', 'n00015388', 'n00017222',
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'n00021265', 'n00021939', 'n00120010', 'n00141669', 'n00288000',
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'n00288384', 'n00324978', 'n00326094', 'n00433458', 'n00433661',
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'n00433802', 'n00434075', 'n00439826', 'n00440039', 'n00440382',
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'n00440509', 'n00440747', 'n00440941', 'n00441073', 'n00441824',
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'n00442115', 'n00442437', 'n00442847', 'n00442981', 'n00443231',
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'n00443692', 'n00443803', 'n00444340', 'n00444651', 'n00444846',
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'n00444937', 'n00445055', 'n00445226', 'n00445351', 'n00445685',
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'n00445802', 'n00446311', 'n00446493', 'n00446804', 'n00446980',
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'n00447073', 'n00447221', 'n00447463', 'n00447540', 'n00447957',
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'n00448126', 'n00448232', 'n00448466', 'n00448640', 'n00448748',
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'n00448872', 'n00448958', 'n00449054', 'n00449168', 'n00449295',
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'n00449517', 'n00449695', 'n00449796', 'n00449892', 'n00449977',
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'n00450070', 'n00450335', 'n00450700', 'n00450866', 'n00450998',
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'n00451186', 'n00451370', 'n00451563', 'n00451635', 'n00452034',
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'n00452152', 'n00452293', 'n00452864', 'n00453126', 'n00453313',
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'n00453396', 'n00453478', 'n00453935', 'n00454237', 'n00454395',
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'n00454493', 'n00454624', 'n00454983', 'n00455173', 'n00456465',
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'n00463246', 'n00463543', 'n00464277', 'n00464478', 'n00464651',
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'n00464894', 'n00466273', 'n00466377', 'n00466524', 'n00466630',
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'n00466712', 'n00466880', 'n00467320', 'n00467536', 'n00467719',
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'n00467995', 'n00468299', 'n00468480', 'n00469651', 'n00470554',
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'n00470682', 'n00470830', 'n00470966', 'n00471437', 'n00471613',
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'n00474568', 'n00474657', 'n00474881', 'n00475014', 'n00475273',
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'n00475403', 'n00475535', 'n00475661', 'n00475787', 'n00476235',
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'n00476389', 'n00477392', 'n00477639', 'n00478262', 'n00479076',
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'n00479440', 'n00479616', 'n00479887', 'n00480211', 'n00480366',
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'n00480508', 'n00480993', 'n00481803', 'n00482122', 'n00482298',
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'n00483205', 'n00483313', 'n00483409', 'n00483508', 'n00483605',
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'n00483705', 'n00483848', 'n00523513', 'n00825773', 'n00887544',
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'n01055165', 'n01314388', 'n01314663', 'n01314781', 'n01315213',
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'n01316422', 'n01317089', 'n01317294', 'n01317541', 'n01317813',
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'n01317916', 'n01318279', 'n01318381', 'n01318894', 'n01319467',
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'n01321123', 'n01321230', 'n01321456', 'n01321579', 'n01321770',
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'n01321854', 'n01322221', 'n01322343', 'n01322508', 'n01322604',
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'n01322685', 'n01322898', 'n01322983', 'n01323068', 'n01323155',
|
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'n01323261', 'n01323355', 'n01323493', 'n01323599', 'n01324431',
|
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'n01324610', 'n01326291', 'n01338685', 'n01339083', 'n01339336',
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'n01339471', 'n01339801', 'n01340014', 'n01379389', 'n01381044',
|
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'n01384164', 'n01386354', 'n01392275', 'n01392380', 'n01395254',
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'n01396048', 'n01397114', 'n01397871', 'n01402600', 'n01405007',
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'n01405616', 'n01407798', 'n01410457', 'n01415626', 'n01421807',
|
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'n01422335', 'n01424420', 'n01438581', 'n01439121', 'n01439514',
|
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'n01440160', 'n01440764', 'n01441117', 'n01442972', 'n01443243',
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'n01443537', 'n01443831', 'n01444339', 'n01446760', 'n01447331',
|
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'n01447658', 'n01448291', 'n01448594', 'n01448951', 'n01449374',
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'n01449712', 'n01451426', 'n01453087', 'n01454545', 'n01455778',
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'n01456756', 'n01457852', 'n01458842', 'n01459791', 'n01461315',
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'n01462042', 'n01462544', 'n01464844', 'n01468238', 'n01468712',
|
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'n01469103', 'n01471682', 'n01472303', 'n01477525', 'n01477875',
|
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'n01482071', 'n01482330', 'n01483830', 'n01484097', 'n01484285',
|
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'n01484850', 'n01485479', 'n01486838', 'n01487506', 'n01488038',
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'n01489501', 'n01489709', 'n01489920', 'n01490112', 'n01490360',
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'n01490670', 'n01491006', 'n01491361', 'n01491874', 'n01492569',
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'n01493146', 'n01494475', 'n01495006', 'n01495493', 'n01495701',
|
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'n01496331', 'n01497118', 'n01498041', 'n01498989', 'n01499396',
|
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'n01500091', 'n01500476', 'n01501160', 'n01503061', 'n01503976',
|
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'n01504179', 'n01504344', 'n01514668', 'n01514752', 'n01514859',
|
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'n01515303', 'n01517565', 'n01517966', 'n01518878', 'n01519563',
|
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'n01519873', 'n01520576', 'n01521399', 'n01521756', 'n01524359',
|
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'n01526521', 'n01527194', 'n01527347', 'n01527617', 'n01527917',
|
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'n01528396', 'n01528654', 'n01528845', 'n01529672', 'n01530439',
|
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'n01530575', 'n01531178', 'n01531344', 'n01531512', 'n01531811',
|
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'n01531971', 'n01532325', 'n01532511', 'n01532829', 'n01533000',
|
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'n01533339', 'n01533481', 'n01533651', 'n01533893', 'n01534155',
|
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'n01534433', 'n01534582', 'n01535140', 'n01535469', 'n01535690',
|
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'n01536035', 'n01536186', 'n01536334', 'n01536644', 'n01536780',
|
|
'n01537134', 'n01537544', 'n01537895', 'n01538059', 'n01538200',
|
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'n01538630', 'n01538955', 'n01539573', 'n01539925', 'n01540090',
|
|
'n01540233', 'n01540566', 'n01540832', 'n01541102', 'n01541386',
|
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'n01541760', 'n01541922', 'n01542786', 'n01543175', 'n01543632',
|
|
'n01544389', 'n01544704', 'n01545574', 'n01546039', 'n01546506',
|
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'n01547832', 'n01548301', 'n01548492', 'n01548694', 'n01548865',
|
|
'n01549053', 'n01549430', 'n01549641', 'n01549886', 'n01550172',
|
|
'n01551080', 'n01551300', 'n01551711', 'n01552034', 'n01552813',
|
|
'n01553142', 'n01554448', 'n01555004', 'n01555305', 'n01555809',
|
|
'n01556182', 'n01557185', 'n01557962', 'n01558149', 'n01558307',
|
|
'n01558461', 'n01558594', 'n01558765', 'n01558993', 'n01559477',
|
|
'n01559639', 'n01559804', 'n01560105', 'n01560280', 'n01560419',
|
|
'n01560636', 'n01560793', 'n01560935', 'n01561452', 'n01561732',
|
|
'n01562014', 'n01562265', 'n01562451', 'n01563128', 'n01563449',
|
|
'n01563746', 'n01563945', 'n01564217', 'n01564394', 'n01564773',
|
|
'n01564914', 'n01565078', 'n01565345', 'n01565599', 'n01565930',
|
|
'n01566207', 'n01566645', 'n01567133', 'n01567678', 'n01567879',
|
|
'n01568294', 'n01568720', 'n01568892', 'n01569060', 'n01569262',
|
|
'n01569423', 'n01569566', 'n01569836', 'n01569971', 'n01570267',
|
|
'n01570421', 'n01570676', 'n01570839', 'n01571904', 'n01572328',
|
|
'n01572489', 'n01572654', 'n01572782', 'n01573074', 'n01573240',
|
|
'n01573360', 'n01573898', 'n01574045', 'n01574390', 'n01574560',
|
|
'n01574801', 'n01575117', 'n01575401', 'n01575745', 'n01576076',
|
|
'n01576695', 'n01577035', 'n01577659', 'n01577941', 'n01578180',
|
|
'n01578575', 'n01579028', 'n01579149', 'n01579260', 'n01579410',
|
|
'n01579578', 'n01579729', 'n01580077', 'n01580870', 'n01581166',
|
|
'n01581730', 'n01581984', 'n01582220', 'n01582398', 'n01582856',
|
|
'n01583209', 'n01583495', 'n01583828', 'n01584225', 'n01584695',
|
|
'n01584853', 'n01585121', 'n01585287', 'n01585422', 'n01585715',
|
|
'n01586020', 'n01586374', 'n01586941', 'n01587526', 'n01587834',
|
|
'n01588002', 'n01588725', 'n01589286', 'n01589718', 'n01589893',
|
|
'n01591005', 'n01591123', 'n01591301', 'n01591697', 'n01592084',
|
|
'n01592257', 'n01592387', 'n01592540', 'n01592694', 'n01593028',
|
|
'n01594004', 'n01594372', 'n01594787', 'n01594968', 'n01595168',
|
|
'n01595450', 'n01595974', 'n01596273', 'n01596608', 'n01597022',
|
|
'n01597336', 'n01597737', 'n01597906', 'n01598074', 'n01598588',
|
|
'n01598988', 'n01599159', 'n01599269', 'n01599556', 'n01600085',
|
|
'n01600657', 'n01601068', 'n01601694', 'n01602630', 'n01602832',
|
|
'n01603152', 'n01603600', 'n01603812', 'n01603953', 'n01604330',
|
|
'n01604968', 'n01605630', 'n01606522', 'n01606672', 'n01606809',
|
|
'n01607600', 'n01607812', 'n01607962', 'n01608265', 'n01608432',
|
|
'n01608814', 'n01609062', 'n01609391', 'n01609751', 'n01609956',
|
|
'n01610100', 'n01610226', 'n01610552', 'n01610955', 'n01611472',
|
|
'n01611800', 'n01611969', 'n01612122', 'n01612275', 'n01612476',
|
|
'n01612628', 'n01613177', 'n01613294', 'n01613615', 'n01613807',
|
|
'n01614038', 'n01614343', 'n01614556', 'n01614925', 'n01615121',
|
|
'n01615303', 'n01615458', 'n01615703', 'n01616086', 'n01616318',
|
|
'n01617095', 'n01617443', 'n01617766', 'n01618082', 'n01618503',
|
|
'n01618922', 'n01619310', 'n01619536', 'n01619835', 'n01620135',
|
|
'n01620414', 'n01620735', 'n01621127', 'n01621635', 'n01622120',
|
|
'n01622352', 'n01622483', 'n01622779', 'n01622959', 'n01623110',
|
|
'n01623425', 'n01623615', 'n01623706', 'n01623880', 'n01624115',
|
|
'n01624212', 'n01624305', 'n01624537', 'n01624833', 'n01625562',
|
|
'n01627424', 'n01628770', 'n01629276', 'n01629819', 'n01629962',
|
|
'n01630284', 'n01630670', 'n01630901', 'n01631354', 'n01631512',
|
|
'n01631663', 'n01632458', 'n01632601', 'n01632777', 'n01633406',
|
|
'n01633781', 'n01635027', 'n01636127', 'n01636352', 'n01636829',
|
|
'n01637615', 'n01639765', 'n01640846', 'n01641206', 'n01641391',
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'n12537253', 'n12539306', 'n12540250', 'n12544539', 'n12545635',
|
|
'n12546183', 'n12546617', 'n12546962', 'n12547215', 'n12547503',
|
|
'n12548280', 'n12549192', 'n12552309', 'n12554911', 'n12556656',
|
|
'n12557064', 'n12557438', 'n12557556', 'n12557681', 'n12558230',
|
|
'n12558425', 'n12560282', 'n12560621', 'n12560775', 'n12561169',
|
|
'n12562785', 'n12564083', 'n12566954', 'n12568186', 'n12570394',
|
|
'n12570703', 'n12570972', 'n12571781', 'n12573474', 'n12574320',
|
|
'n12574866', 'n12575322', 'n12575812', 'n12576323', 'n12577895',
|
|
'n12578626', 'n12578916', 'n12579038', 'n12580654', 'n12580896',
|
|
'n12582231', 'n12582665', 'n12582846', 'n12583126', 'n12583401',
|
|
'n12584191', 'n12584715', 'n12585629', 'n12587132', 'n12587803',
|
|
'n12588320', 'n12588780', 'n12590232', 'n12590499', 'n12591017',
|
|
'n12591351', 'n12593994', 'n12595699', 'n12595964', 'n12596148',
|
|
'n12596345', 'n12596709', 'n12596849', 'n12597134', 'n12597466',
|
|
'n12597798', 'n12598027', 'n12599435', 'n12602262', 'n12602980',
|
|
'n12603449', 'n12604228', 'n12606438', 'n12606545', 'n12607456',
|
|
'n12610328', 'n12614477', 'n12615232', 'n12620196', 'n12620546',
|
|
'n12620969', 'n12621410', 'n12622297', 'n12622875', 'n12623077',
|
|
'n12624381', 'n12624568', 'n12625383', 'n12627119', 'n12628986',
|
|
'n12629305', 'n12629666', 'n12630763', 'n12631331', 'n12631932',
|
|
'n12632335', 'n12633638', 'n12633994', 'n12634211', 'n12634429',
|
|
'n12634734', 'n12634986', 'n12635532', 'n12635744', 'n12635955',
|
|
'n12636224', 'n12637123', 'n12638218', 'n12638753', 'n12638964',
|
|
'n12639584', 'n12640839', 'n12641007', 'n12641413', 'n12642090',
|
|
'n12642200', 'n12643313', 'n12643473', 'n12644902', 'n12645174',
|
|
'n12646072', 'n12646397', 'n12646605', 'n12646740', 'n12647560',
|
|
'n12647893', 'n12648045', 'n12648888', 'n12649065', 'n12649317',
|
|
'n12649539', 'n12650379', 'n12650556', 'n12651229', 'n12651611',
|
|
'n12651821', 'n12653218', 'n12655869', 'n12656369', 'n12656685',
|
|
'n12657082', 'n12658118', 'n12658308', 'n12658481', 'n12659064',
|
|
'n12659356', 'n12659539', 'n12662772', 'n12663023', 'n12663359',
|
|
'n12665048', 'n12665271', 'n12665857', 'n12666965', 'n12670758',
|
|
'n12671651', 'n12674895', 'n12675299', 'n12675876', 'n12676534',
|
|
'n12676703', 'n12679593', 'n12680402', 'n12680864', 'n12681893',
|
|
'n12682411', 'n12682668', 'n12683096', 'n12683407', 'n12683571',
|
|
'n12683791', 'n12684379', 'n12685431', 'n12685831', 'n12686077',
|
|
'n12686274', 'n12686676', 'n12687044', 'n12687462', 'n12687698',
|
|
'n12687957', 'n12688716', 'n12691428', 'n12691661', 'n12694486',
|
|
'n12695975', 'n12696492', 'n12698598', 'n12700088', 'n12703190',
|
|
'n12703383', 'n12703557', 'n12703856', 'n12704343', 'n12706410',
|
|
'n12707781', 'n12708293', 'n12708654', 'n12708941', 'n12709103',
|
|
'n12709688', 'n12709901', 'n12710295', 'n12710415', 'n12710577',
|
|
'n12710693', 'n12711596', 'n12711817', 'n12711984', 'n12713063',
|
|
'n12713866', 'n12714755', 'n12717072', 'n12717224', 'n12719684',
|
|
'n12719944', 'n12720200', 'n12723610', 'n12724942', 'n12725521',
|
|
'n12725738', 'n12726159', 'n12726670', 'n12727101', 'n12727518',
|
|
'n12729315', 'n12729521', 'n12729729', 'n12731029', 'n12731401',
|
|
'n12731835', 'n12732009', 'n12732491', 'n12732756', 'n12732966',
|
|
'n12733218', 'n12733428', 'n12733647', 'n12733870', 'n12734070',
|
|
'n12737383', 'n12737898', 'n12739332', 'n12741222', 'n12741792',
|
|
'n12743009', 'n12743352', 'n12744387', 'n12745386', 'n12746884',
|
|
'n12749049', 'n12749456', 'n12749679', 'n12749852', 'n12752205',
|
|
'n12753007', 'n12753245', 'n12753573', 'n12753762', 'n12754003',
|
|
'n12754468', 'n12754648', 'n12754781', 'n12754981', 'n12755225',
|
|
'n12755387', 'n12755727', 'n12756457', 'n12757303', 'n12757458',
|
|
'n12757816', 'n12759273', 'n12761284', 'n12762049', 'n12762896',
|
|
'n12764202', 'n12765115', 'n12766595', 'n12766869', 'n12767648',
|
|
'n12768682', 'n12771192', 'n12771390', 'n12771597', 'n12772753',
|
|
'n12772908', 'n12773651', 'n12774299', 'n12774641', 'n12775919',
|
|
'n12777680', 'n12778398', 'n12778605', 'n12779603', 'n12779851',
|
|
'n12781940', 'n12782530', 'n12782915', 'n12784889', 'n12785724',
|
|
'n12785889', 'n12788854', 'n12789054', 'n12790430', 'n12791064',
|
|
'n12791329', 'n12793015', 'n12793284', 'n12793494', 'n12794135',
|
|
'n12794367', 'n12794985', 'n12795352', 'n12795555', 'n12796022',
|
|
'n12797860', 'n12799776', 'n12801520', 'n12801781', 'n12803754',
|
|
'n12805146', 'n12805561', 'n12806015', 'n12806732', 'n12807251',
|
|
'n12807409', 'n12807773', 'n12808007', 'n12810595', 'n12811027',
|
|
'n12812478', 'n12813189', 'n12814643', 'n12815198', 'n12816508',
|
|
'n12817464', 'n12817694', 'n12818346', 'n12818966', 'n12819728',
|
|
'n12820853', 'n12821505', 'n12821895', 'n12822115', 'n12822769',
|
|
'n12822955', 'n12823717', 'n12823859', 'n12824053', 'n12825497',
|
|
'n12827270', 'n12827537', 'n12828220', 'n12828379', 'n12828791',
|
|
'n12830222', 'n12830568', 'n12831932', 'n12832315', 'n12832538',
|
|
'n12833149', 'n12833985', 'n12834798', 'n12835331', 'n12836212',
|
|
'n12836337', 'n12836508', 'n12836862', 'n12837803', 'n12840362',
|
|
'n12840749', 'n12841007', 'n12841193', 'n12841354', 'n12843557',
|
|
'n12843970', 'n12844939', 'n12845413', 'n12847008', 'n12847374',
|
|
'n12847927', 'n12848499', 'n12849061', 'n12849279', 'n12849416',
|
|
'n12849952', 'n12850168', 'n12850336', 'n12850906', 'n12851469',
|
|
'n12853482', 'n12854048', 'n12854600', 'n12855494', 'n12856091',
|
|
'n12856287', 'n12856479', 'n12856680', 'n12857779', 'n12858150',
|
|
'n12858397', 'n12858618', 'n12858871', 'n12859986', 'n12860365',
|
|
'n12861345', 'n12861541', 'n12861892', 'n12862512', 'n12863624',
|
|
'n12864160', 'n12865037', 'n12865562', 'n12865708', 'n12865824',
|
|
'n12866002', 'n12866162', 'n12866459', 'n12866635', 'n12867826',
|
|
'n12868019', 'n12869061', 'n12869478', 'n12870535', 'n12870682',
|
|
'n12870891', 'n12872458', 'n12875269', 'n12877838', 'n12879527',
|
|
'n12879963', 'n12880244', 'n12880462', 'n12882779', 'n12882945',
|
|
'n12884100', 'n12884260', 'n12887293', 'n12889219', 'n12889713',
|
|
'n12890265', 'n12890490', 'n12890685', 'n12890928', 'n12891093',
|
|
'n12891305', 'n12891469', 'n12891643', 'n12893463', 'n12893993',
|
|
'n12895811', 'n12898774', 'n12899537', 'n12899752', 'n12901724',
|
|
'n12902662', 'n12904314', 'n12905412', 'n12906214', 'n12906498',
|
|
'n12908093', 'n12908645', 'n12909421', 'n12909917', 'n12911079',
|
|
'n12911440', 'n12911673', 'n12912670', 'n12913791', 'n12914923',
|
|
'n12915568', 'n12915811', 'n12916179', 'n12916511', 'n12917901',
|
|
'n12918609', 'n12919403', 'n12919646', 'n12919847', 'n12920204',
|
|
'n12920955', 'n12921868', 'n12922763', 'n12924623', 'n12925179',
|
|
'n12926480', 'n12926689', 'n12927013', 'n12927494', 'n12928071',
|
|
'n12929403', 'n12931542', 'n12932173', 'n12932365', 'n12932966',
|
|
'n12934036', 'n12934174', 'n12934479', 'n12934985', 'n12935609',
|
|
'n12937130', 'n12938193', 'n12939282', 'n12939874', 'n12940226',
|
|
'n12940609', 'n12942395', 'n12942572', 'n12946849', 'n12947313',
|
|
'n12947544', 'n12947895', 'n12948053', 'n12948251', 'n12948495',
|
|
'n12950126', 'n12950314', 'n12951146', 'n12951835', 'n12953206',
|
|
'n12953484', 'n12954799', 'n12956367', 'n12957924', 'n12961879',
|
|
'n12963628', 'n12964920', 'n12965626', 'n12966945', 'n12969131',
|
|
'n12969425', 'n12973443', 'n12974987', 'n12975804', 'n12979829',
|
|
'n12980840', 'n12981443', 'n12982468', 'n12983048', 'n12985420',
|
|
'n12985773', 'n12985857', 'n12986227', 'n12987056', 'n12988158',
|
|
'n12989938', 'n12991184', 'n12991837', 'n12992177', 'n12992868',
|
|
'n12995601', 'n12997654', 'n12997919', 'n12998815', 'n13000891',
|
|
'n13001041', 'n13001206', 'n13001366', 'n13001529', 'n13001930',
|
|
'n13002750', 'n13002925', 'n13003061', 'n13003254', 'n13003522',
|
|
'n13003712', 'n13004423', 'n13005329', 'n13005984', 'n13006171',
|
|
'n13006631', 'n13006894', 'n13007034', 'n13007417', 'n13008315',
|
|
'n13009085', 'n13009429', 'n13011595', 'n13012253', 'n13012973',
|
|
'n13013534', 'n13013764', 'n13014409', 'n13014741', 'n13017102',
|
|
'n13017240', 'n13019835', 'n13020191', 'n13020964', 'n13021689',
|
|
'n13022210', 'n13022709', 'n13023134', 'n13024012', 'n13025647',
|
|
'n13028611', 'n13029326', 'n13029760', 'n13032115', 'n13032381',
|
|
'n13032618', 'n13032923', 'n13033134', 'n13033577', 'n13034062',
|
|
'n13035241', 'n13035707', 'n13035925', 'n13037406', 'n13038068',
|
|
'n13038744', 'n13039349', 'n13040303', 'n13040629', 'n13041312',
|
|
'n13043926', 'n13044375', 'n13044778', 'n13046669', 'n13049953',
|
|
'n13050397', 'n13052670', 'n13052931', 'n13053608', 'n13054073',
|
|
'n13054560', 'n13055423', 'n13055577', 'n13055949', 'n13060190',
|
|
'n13061348', 'n13062421', 'n13065089', 'n13066448', 'n13068255',
|
|
'n13072528', 'n13074619', 'n13077033', 'n13077295', 'n13079073',
|
|
'n13083023', 'n13084184', 'n13084834', 'n13085747', 'n13090871',
|
|
'n13091620', 'n13094273', 'n13099999', 'n13100677', 'n13102775',
|
|
'n13103877', 'n13104059', 'n13107694', 'n13107891', 'n13108131',
|
|
'n13108323', 'n13108481', 'n13108545', 'n13108841', 'n13111881',
|
|
'n13121349', 'n13122364', 'n13123431', 'n13125117', 'n13126856',
|
|
'n13127843', 'n13128976', 'n13130726', 'n13131028', 'n13131618',
|
|
'n13132338', 'n13132656', 'n13133613', 'n13133932', 'n13134947',
|
|
'n13135832', 'n13136316', 'n13136556', 'n13137409', 'n13138308',
|
|
'n13138842', 'n13139055', 'n13141415', 'n13141564', 'n13142504',
|
|
'n13145040', 'n13145250', 'n13146583', 'n13147270', 'n13147386',
|
|
'n13148208', 'n13150894', 'n13154388', 'n13154494', 'n13155095',
|
|
'n13155305', 'n13155611', 'n13157684', 'n13158512', 'n13160604',
|
|
'n13163991', 'n13172923', 'n13173488', 'n13173882', 'n13177048',
|
|
'n13177884', 'n13180534', 'n13180875', 'n13181055', 'n13181811',
|
|
'n13183056', 'n13183489', 'n13185269', 'n13187367', 'n13188096',
|
|
'n13190747', 'n13192625', 'n13193642', 'n13193856', 'n13194036',
|
|
'n13194572', 'n13195341', 'n13196003', 'n13197274', 'n13197507',
|
|
'n13198914', 'n13199717', 'n13199970', 'n13200651', 'n13201969',
|
|
'n13205058', 'n13206178', 'n13206817', 'n13207094', 'n13207335',
|
|
'n13208302', 'n13209808', 'n13211020', 'n13213066', 'n13214340',
|
|
'n13215586', 'n13219422', 'n13219833', 'n13219976', 'n13220122',
|
|
'n13221529', 'n13223588', 'n13223710', 'n13223843', 'n13226871',
|
|
'n13229543', 'n13230662', 'n13231078', 'n13232779', 'n13234678',
|
|
'n13235159', 'n13235503', 'n13237188', 'n13238375', 'n13238988',
|
|
'n13579829', 'n13653902', 'n13862407', 'n13863020', 'n13863771',
|
|
'n13864035', 'n13865298', 'n13865483', 'n13865904', 'n13868944',
|
|
'n13869547', 'n13869788', 'n13869896', 'n13872592', 'n13872822',
|
|
'n13873502', 'n13873917', 'n13875392', 'n13875571', 'n13876561',
|
|
'n13878306', 'n13879049', 'n13879320', 'n13880994', 'n13881644',
|
|
'n13882201', 'n13882276', 'n13882563', 'n13886260', 'n13895262',
|
|
'n13896100', 'n13896217', 'n13897996', 'n13898207', 'n13900287',
|
|
'n13900422', 'n13901211', 'n13901321', 'n13901858', 'n13902048',
|
|
'n13902336', 'n13905792', 'n13907272', 'n13908201', 'n13908580',
|
|
'n13912260', 'n13912540', 'n13914608', 'n13915023', 'n13915113',
|
|
'n13916721', 'n13918274', 'n13918387', 'n13919547', 'n13919919',
|
|
'n13926786', 'n14131950', 'n14564779', 'n14685296', 'n14696793',
|
|
'n14698884', 'n14765422', 'n14785065', 'n14810561', 'n14820180',
|
|
'n14844693', 'n14858292', 'n14900342', 'n14908027', 'n14915184',
|
|
'n14919819', 'n14973585', 'n14974264', 'n14976759', 'n14976871',
|
|
'n14977504', 'n15019030', 'n15062057', 'n15067877', 'n15075141',
|
|
'n15086247', 'n15089258', 'n15090065', 'n15091129', 'n15091304',
|
|
'n15091473', 'n15091669', 'n15091846', 'n15092059', 'n15092227',
|
|
'n15092650', 'n15092942', 'n15093137', 'n15093298', 'n15102455',
|
|
'n15102894',
|
|
]
|
|
|
|
|
|
def imagenet22k_synsets():
|
|
return [
|
|
'n00004475', 'n00005787', 'n00006024', 'n00006484', 'n00007846',
|
|
'n00015388', 'n00017222', 'n00021265', 'n00021939', 'n00120010',
|
|
'n00141669', 'n00288000', 'n00288190', 'n00288384', 'n00324978',
|
|
'n00326094', 'n00433458', 'n00433661', 'n00433802', 'n00434075',
|
|
'n00439826', 'n00440039', 'n00440218', 'n00440382', 'n00440509',
|
|
'n00440643', 'n00440747', 'n00440941', 'n00441073', 'n00441824',
|
|
'n00442115', 'n00442437', 'n00442847', 'n00442981', 'n00443231',
|
|
'n00443375', 'n00443517', 'n00443692', 'n00443803', 'n00443917',
|
|
'n00444142', 'n00444340', 'n00444490', 'n00444651', 'n00444846',
|
|
'n00444937', 'n00445055', 'n00445226', 'n00445351', 'n00445685',
|
|
'n00445802', 'n00446311', 'n00446411', 'n00446493', 'n00446632',
|
|
'n00446804', 'n00446980', 'n00447073', 'n00447221', 'n00447361',
|
|
'n00447463', 'n00447540', 'n00447957', 'n00448126', 'n00448232',
|
|
'n00448466', 'n00448640', 'n00448748', 'n00448872', 'n00448958',
|
|
'n00449054', 'n00449168', 'n00449295', 'n00449517', 'n00449695',
|
|
'n00449796', 'n00449892', 'n00449977', 'n00450070', 'n00450335',
|
|
'n00450700', 'n00450866', 'n00450998', 'n00451186', 'n00451370',
|
|
'n00451563', 'n00451635', 'n00451768', 'n00451866', 'n00452034',
|
|
'n00452152', 'n00452293', 'n00452734', 'n00452864', 'n00453126',
|
|
'n00453313', 'n00453396', 'n00453478', 'n00453631', 'n00453935',
|
|
'n00454237', 'n00454395', 'n00454493', 'n00454624', 'n00454855',
|
|
'n00454983', 'n00455076', 'n00455173', 'n00456465', 'n00463246',
|
|
'n00463543', 'n00464277', 'n00464478', 'n00464651', 'n00464894',
|
|
'n00466273', 'n00466377', 'n00466524', 'n00466630', 'n00466712',
|
|
'n00466880', 'n00467320', 'n00467536', 'n00467719', 'n00467995',
|
|
'n00468299', 'n00468480', 'n00469651', 'n00470554', 'n00470682',
|
|
'n00470830', 'n00470966', 'n00471437', 'n00471613', 'n00474568',
|
|
'n00474657', 'n00474769', 'n00474881', 'n00475014', 'n00475142',
|
|
'n00475273', 'n00475403', 'n00475535', 'n00475661', 'n00475787',
|
|
'n00476140', 'n00476235', 'n00476389', 'n00477392', 'n00477639',
|
|
'n00477827', 'n00478262', 'n00479076', 'n00479440', 'n00479616',
|
|
'n00479734', 'n00479887', 'n00480211', 'n00480366', 'n00480508',
|
|
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'n15089803', 'n15090065', 'n15090238', 'n15090742', 'n15091129',
|
|
'n15091304', 'n15091473', 'n15091669', 'n15091846', 'n15092059',
|
|
'n15092227', 'n15092409', 'n15092650', 'n15092751', 'n15092942',
|
|
'n15093049', 'n15093137', 'n15093298', 'n15102359', 'n15102455',
|
|
'n15102894',
|
|
]
|