#!/usr/bin/env python # -*- encoding: utf-8 -*- """ @Author : Peike Li @Contact : peike.li@yahoo.com @File : dataset.py @Time : 8/30/19 9:12 PM @Desc : Dataset Definition @License : This source code is licensed under the license found in the LICENSE file in the root directory of this source tree. """ import os import pdb import cv2 import numpy as np from PIL import Image from torch.utils import data from utils.transforms import get_affine_transform class SimpleFolderDataset(data.Dataset): def __init__(self, root, input_size=[512, 512], transform=None): self.root = root self.input_size = input_size self.transform = transform self.aspect_ratio = input_size[1] * 1.0 / input_size[0] self.input_size = np.asarray(input_size) self.is_pil_image = False if isinstance(root, Image.Image): self.file_list = [root] self.is_pil_image = True elif os.path.isfile(root): self.file_list = [os.path.basename(root)] self.root = os.path.dirname(root) else: self.file_list = os.listdir(self.root) def __len__(self): return len(self.file_list) def _box2cs(self, box): x, y, w, h = box[:4] return self._xywh2cs(x, y, w, h) def _xywh2cs(self, x, y, w, h): center = np.zeros((2), dtype=np.float32) center[0] = x + w * 0.5 center[1] = y + h * 0.5 if w > self.aspect_ratio * h: h = w * 1.0 / self.aspect_ratio elif w < self.aspect_ratio * h: w = h * self.aspect_ratio scale = np.array([w, h], dtype=np.float32) return center, scale def __getitem__(self, index): if self.is_pil_image: img = np.asarray(self.file_list[index])[:, :, [2, 1, 0]] else: img_name = self.file_list[index] img_path = os.path.join(self.root, img_name) img = cv2.imread(img_path, cv2.IMREAD_COLOR) h, w, _ = img.shape # Get person center and scale person_center, s = self._box2cs([0, 0, w - 1, h - 1]) r = 0 trans = get_affine_transform(person_center, s, r, self.input_size) input = cv2.warpAffine( img, trans, (int(self.input_size[1]), int(self.input_size[0])), flags=cv2.INTER_LINEAR, borderMode=cv2.BORDER_CONSTANT, borderValue=(0, 0, 0)) input = self.transform(input) meta = { 'center': person_center, 'height': h, 'width': w, 'scale': s, 'rotation': r } return input, meta