using System;
using System.Collections.Generic;
using System.IO;
using System.Linq;
using SixLabors.ImageSharp;
using SixLabors.ImageSharp.PixelFormats;
using SixLabors.ImageSharp.Processing;
using MediaToolkit;
using MediaToolkit.Model;
using MediaToolkit.Options;
using VideoAnalysisCore.Common;
using VideoAnalysisCore.AICore.FFMPGE;
using Microsoft.Extensions.Options;
using System.Diagnostics;
namespace VideoChangeDetector
{
class Program
{
static void Main(string[] args)
{
var taskID = "665310769946693";
var inputFile = $"F:\\Learn.VideoAnalysis\\testC\\bin\\Debug\\net8.0\\video\\{taskID}.mp4";
//inputFile = "F:\\Learn.VideoAnalysis\\testC\\bin\\Debug\\net8.0\\video\\ppt.mp4";
string tempFrameDir = "temp_frames";
var intervalSec = 5;
double threshold = 15.0;
Stopwatch sw = new Stopwatch();
sw.Start();
ExtractVideoFrames(inputFile, tempFrameDir, intervalSec);
sw.Stop();
Console.WriteLine("视频切帧总共花费{0}ms.", sw.Elapsed.TotalMilliseconds);
Stopwatch sw1 = new Stopwatch();
sw1.Start();
DetectChanges(tempFrameDir, threshold);
sw1.Stop();
Console.WriteLine("视频分析帧总共花费{0}ms.", sw1.Elapsed.TotalMilliseconds);
Console.WriteLine("处理完成!");
}
///
/// 视频切片
///
/// 输入
/// 输出
/// 间隔多少秒
/// 线程数
static void ExtractVideoFrames(string inputPath, string outputDir, int intervalSec, int ProcessorCount = 6)
{
Directory.CreateDirectory(outputDir);
var inputFile = new MediaFile { Filename = inputPath };
using var engine = new Engine(FFMPGEHandle.FFmpegPath);
engine.CustomCommand($"-i {inputPath} -vf \"fps=1/{intervalSec},scale=320:180\" {outputDir}/frame_%03d.jpg");
}
///
/// 差异比对
///
///
///
///
static void DetectChanges(string frameDir, double threshold,int ProcessorCount = 6)
{
var frameFiles = Directory.GetFiles(frameDir, "*.jpg")
.OrderBy(f => f)
.ToList();
Image prevFrame = null;
string outputDir = "output";
Directory.CreateDirectory(outputDir);
var options = new ParallelOptions { MaxDegreeOfParallelism = ProcessorCount };
foreach (var frameFile in frameFiles)
{
using (var currFrame = Image.Load(frameFile))
{
if (prevFrame != null)
{
double diff = CalculateFrameDifference(prevFrame, currFrame);
double timestamp = GetTimestampFromFileName(frameFile) * 5 ;
if (diff > threshold)
{
string outputPath = Path.Combine(outputDir, $"change_{timestamp:0000}.jpg");
currFrame.Save(outputPath);
Console.WriteLine($"变化帧: {timestamp}秒,差异值: {diff:F2}");
}
else
{
Console.WriteLine($"-------: {timestamp}秒,差异值: {diff:F2}");
}
}
prevFrame?.Dispose();
prevFrame = currFrame.Clone();
}
}
//Parallel.ForEach(frameFiles, options, frameFile =>
//{
//});
}
///
/// 计算帧差异
///
///
///
///
static double CalculateFrameDifference(Image img1, Image img2)
{
// 统一调整为64x64
var resized1 = img1.Clone(x => x.Resize(96, 96).Grayscale());
var resized2 = img2.Clone(x => x.Resize(96, 96).Grayscale());
long diff = 0;
for (int y = 0; y < resized1.Height; y++)
{
for (int x = 0; x < resized1.Width; x++)
{
var pixel1 = resized1[x, y];
var pixel2 = resized2[x, y];
diff += Math.Abs(pixel1.R - pixel2.R);
}
}
return diff / (double)(resized1.Width * resized1.Height);
}
static double GetTimestampFromFileName(string filePath)
{
string fileName = Path.GetFileNameWithoutExtension(filePath);
return double.Parse(fileName.Split('_')[1]);
}
}
}