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IanNathaniel
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Upload dataloader.py
Browse files- dataloader.py +59 -0
dataloader.py
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import os
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import sys
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import torch
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import torch.utils.data as data
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import numpy as np
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from PIL import Image
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import glob
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import random
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import cv2
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random.seed(1143)
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def populate_train_list(lowlight_images_path):
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image_list_lowlight = glob.glob(lowlight_images_path + "*.jpg")
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train_list = image_list_lowlight
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random.shuffle(train_list)
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return train_list
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class lowlight_loader(data.Dataset):
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def __init__(self, lowlight_images_path):
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self.train_list = populate_train_list(lowlight_images_path)
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self.size = 256
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self.data_list = self.train_list
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print("Total training examples:", len(self.train_list))
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def __getitem__(self, index):
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data_lowlight_path = self.data_list[index]
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data_lowlight = Image.open(data_lowlight_path)
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data_lowlight = data_lowlight.resize((self.size,self.size), Image.ANTIALIAS)
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data_lowlight = (np.asarray(data_lowlight)/255.0)
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data_lowlight = torch.from_numpy(data_lowlight).float()
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return data_lowlight.permute(2,0,1)
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def __len__(self):
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return len(self.data_list)
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