Files
clip-symnets/datasets/caltech101.py
2024-05-21 19:41:56 +08:00

24 lines
803 B
Python

import os
from .utils import Datum, DatasetBase
from .oxford_pets import OxfordPets
template = ['a photo of a {}.']
class Caltech101(DatasetBase):
dataset_dir = 'caltech-101'
def __init__(self, root, num_shots):
self.dataset_dir = os.path.join(root, self.dataset_dir)
self.image_dir = os.path.join(self.dataset_dir, '101_ObjectCategories')
self.split_path = os.path.join(self.dataset_dir, 'split_zhou_Caltech101.json')
self.template = template
train, val, test = OxfordPets.read_split(self.split_path, self.image_dir)
train = self.generate_fewshot_dataset(train, num_shots=num_shots)
t_sne_test = self.generate_fewshot_dataset(test, num_shots=num_shots)
super().__init__(train_x=train, val=val, test=test,t_sne=t_sne_test)