简单版
import cv2
import numpy as np
def dehaze(image):
"""简单去雾算法,使用直方图均衡化来增强图像"""
# 将图像转换为YUV颜色空间
yuv_image = cv2.cvtColor(image, cv2.COLOR_BGR2YUV)
# 对Y通道(亮度)进行直方图均衡化
yuv_image[:, :, 0] = cv2.equalizeHist(yuv_image[:, :, 0])
# 将YUV图像转换回BGR
dehazed_image = cv2.cvtColor(yuv_image, cv2.COLOR_YUV2BGR)
return dehazed_image
def derain(image):
"""简单去雨算法,使用高通滤波器去除细小的雨滴噪声"""
# 转换为灰度图像
gray_image = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)
# 使用高通滤波器去除雨滴
high_pass_filter = cv2.GaussianBlur(gray_image, (21, 21), 0)
derained_image = cv2.subtract(gray_image, high_pass_filter)
# 增强对比度
derained_image = cv2.equalizeHist(derained_image)
# 将灰度图转换回BGR格式
derained_image = cv2.cvtColor(derained_image, cv2.COLOR_GRAY2BGR)
return derained_image
# 加载图像
image = cv2.imread('