# Refer https://github.com/intel-isl/MiDaS """Utils for monoDepth. """ import sys import numpy as np 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 = np.zeros(depth.shape, dtype=depth.type) if bits == 1: cv2.imwrite(path + ".png", out.astype("uint8")) elif bits == 2: cv2.imwrite(path + ".png", out.astype("uint16")) return path + '.pfm', path + ".png"