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| import numpy as np | |
| import sys | |
| import cv2 | |
| def write_pfm(path, image, scale=1): | |
| """Write pfm file. | |
| Args: | |
| path (str): pathto file | |
| image (array): data | |
| scale (int, optional): Scale. Defaults to 1. | |
| """ | |
| with open(path, "wb") as file: | |
| color = None | |
| if image.dtype.name != "float32": | |
| raise Exception("Image dtype must be float32.") | |
| image = np.flipud(image) | |
| if len(image.shape) == 3 and image.shape[2] == 3: # color image | |
| color = True | |
| elif ( | |
| len(image.shape) == 2 or len(image.shape) == 3 and image.shape[2] == 1 | |
| ): # greyscale | |
| color = False | |
| else: | |
| raise Exception("Image must have H x W x 3, H x W x 1 or H x W dimensions.") | |
| file.write("PF\n" if color else "Pf\n".encode()) | |
| file.write("%d %d\n".encode() % (image.shape[1], image.shape[0])) | |
| endian = image.dtype.byteorder | |
| if endian == "<" or endian == "=" and sys.byteorder == "little": | |
| scale = -scale | |
| file.write("%f\n".encode() % scale) | |
| image.tofile(file) | |
| def read_image(path): | |
| """Read image and output RGB image (0-1). | |
| Args: | |
| path (str): path to file | |
| Returns: | |
| array: RGB image (0-1) | |
| """ | |
| img = cv2.imread(path) | |
| if img.ndim == 2: | |
| img = cv2.cvtColor(img, cv2.COLOR_GRAY2BGR) | |
| img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB) / 255.0 | |
| return img | |
| def write_depth(path, depth, bits=1): | |
| """Write depth map to pfm and png file. | |
| Args: | |
| path (str): filepath without extension | |
| depth (array): depth | |
| """ | |
| write_pfm(path + ".pfm", depth.astype(np.float32)) | |
| depth_min = depth.min() | |
| depth_max = depth.max() | |
| max_val = (2**(8*bits))-1 | |
| if depth_max - depth_min > np.finfo("float").eps: | |
| out = max_val * (depth - depth_min) / (depth_max - depth_min) | |
| else: | |
| out = 0 | |
| if bits == 1: | |
| cv2.imwrite(path + ".png", out.astype("uint8")) | |
| elif bits == 2: | |
| cv2.imwrite(path + ".png", out.astype("uint16")) | |
| return |