torchvision.datasets.Flickr8k does not work

Hello all,
I am currently working with Flickr8k dataset. I downloaded the dataset from here. Then , I extracted the zip such that all Images are Flickr8k/Images and caption is in Flickr8k/captions.txt. Then I used the following code

from torch.utils.data import Dataset, DataLoader
image_folder = './Flickr8k/Images'
caption_path = './Flickr8k/captions.txt'

data_transform = transforms.Compose([
    transforms.Resize(128),
    transforms.ToTensor()
])

trainset = datasets.Flickr8k(root=image_folder, ann_file=caption_path, transform=data_transform)

The trainset does not load anything.

Dataset Flickr8k
    Number of datapoints: 0
    Root location: ./Flickr8k/Images
    StandardTransform
Transform: Compose(
               Resize(size=128, interpolation=bilinear, max_size=None, antialias=warn)
               ToTensor()
           )

Please tell me where I am going wrong. The Documentation does not specify anything.

Thanks