用Matlab写一段Retinex夜间视频增强亮度的代码
时间: 2024-10-21 07:17:13 浏览: 95
Retinex是一种图像处理技术,用于改善低光照条件下的图像质量,尤其适用于夜间视频增强。在MATLAB中,你可以使用自适应局部对比度增强(Adaptive Local Contrast Enhancement, ALCE)或基于多尺度 Retinex 的方法。下面是一个简单的基于多尺度Retinex的代码示例:
```matlab
% 加载视频
video = VideoReader('your_video_file.mp4');
% 初始化图像数组
enhanced_frames = zeros(size(video));
for i = 1:size(video, 4) % 遍历每一帧
frame = readFrame(video); % 读取当前帧
% 进行Retinex处理
enhanced_frame = retinexEnhancement(frame);
% 保存增强后的帧
enhanced_frames(:, :, i) = enhanced_frame;
% 显示进度 (假设你想要看实时效果)
if mod(i, 100) == 0
imshow(enhanced_frame);
drawnow;
end
end
% 结果保存为新视频
VideoWriter('enhanced_video_output.mp4', 'MPEG-4', video.FrameRate, size(enhanced_frames, 1:2), 'Color', 'true');
writeVideo(enhanced_frames, 'enhanced_video_output.mp4');
% 你需要自己导入retinexEnhancement函数,通常可以从GitHub库如Computer Vision Toolbox或者Image Processing Toolbox找到这类实现
function enhanced = retinexEnhancement(frame)
% 这里只是一个基本框架,实际的Retinex算法会更复杂
enhanced = imadjust(frame, [0.1 0.9], []);
end
```
请注意,这个例子中`retinexEnhancement`函数需要你自己提供,因为MATLAB并没有内置的Retinex算法。你也需要调整其他参数以适应特定的应用场景。
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