add autodetection

2026-04-22 09:56:31 +00:00 · 2024-11-02 13:09:00 +02:00
parent b5b77d9492
commit 418a2116b7
19 changed files with 545 additions and 268 deletions
@@ -1,54 +0,0 @@
-using System.Diagnostics;
-using System.IO;
-using Azaion.Annotator.DTO;
-using Azaion.Annotator.Extensions;
-using Compunet.YoloV8;
-using LibVLCSharp.Shared;
-using MediatR;
-
-namespace Azaion.Annotator;
-
-public class AIDetector(Config config, MediaPlayer mediaPlayer, VLCFrameExtractor frameExtractor)
-    : IRequestHandler<AIDetectEvent, List<YoloLabel>>
-{
-    public async Task<List<YoloLabel>> Handle(AIDetectEvent request, CancellationToken cancellationToken)
-    {
-        using var predictor = new YoloPredictor(config.AIModelPath);
-        await frameExtractor.Start(async stream =>
-        {
-            stream.Seek(0, SeekOrigin.Begin);
-            var sw = Stopwatch.StartNew();
-            var result = await predictor.DetectAsync(stream);
-            sw.Stop();
-            var log = string.Join("|", result.Select(det =>
-                $"{det.Name.Id}.{det.Name.Name}: xy=({det.Bounds.X},{det.Bounds.Y}), size=({det.Bounds.Width}, {det.Bounds.Height}), Prob: {det.Confidence*100:F1}%"));
-            log += $". Inf time: {sw.ElapsedMilliseconds} ms";
-            Console.WriteLine(log);
-        });
-
-        while (mediaPlayer.IsPlaying)
-        {
-
-            try
-            {
-                // using var thumbnail = await mediaPlayer.Media.GenerateThumbnail(time: 200,
-                //     speed: ThumbnailerSeekSpeed.Fast,
-                //     width: 1280,
-                //     height: resultHeight,
-                //     crop: false,
-                //     pictureType: PictureType.Argb)
-                //
-                // mediaPlayer.TakeSnapshot(0, TEMP_IMG, 1280, resultHeight);
-            }
-            catch (Exception e)
-            {
-                Console.WriteLine(e);
-                throw;
-            }
-            //var result = predictor.Detect();
-        }
-
-        return new List<YoloLabel>();
-    }
-
-}
@@ -38,6 +38,7 @@ public partial class App : Application
                services.AddSingleton<HelpWindow>();
                services.AddSingleton<DatasetExplorer>();
                services.AddSingleton<IGalleryManager, GalleryManager>();
+                services.AddSingleton<IAIDetector, YOLODetector>();
                services.AddMediatR(c => c.RegisterServicesFromAssembly(Assembly.GetExecutingAssembly()));
                services.AddSingleton<LibVLC>(_ => new LibVLC());
                services.AddSingleton<FormState>();
@@ -0,0 +1,37 @@
+<Window x:Class="Azaion.Annotator.AutodetectDialog"
+        xmlns="http://schemas.microsoft.com/winfx/2006/xaml/presentation"
+        xmlns:x="http://schemas.microsoft.com/winfx/2006/xaml"
+        xmlns:mc="http://schemas.openxmlformats.org/markup-compatibility/2006"
+        xmlns:d="http://schemas.microsoft.com/expression/blend/2008"
+        mc:Ignorable="d"
+        WindowStyle="SingleBorderWindow"
+        ResizeMode="NoResize"
+        Title="AutodetectDialog"
+        Height="250" Width="420"
+        Background="LightGray">
+    <Grid>
+        <Grid.RowDefinitions>
+            <RowDefinition Height="40"></RowDefinition>
+            <RowDefinition Height="*"></RowDefinition>
+            <RowDefinition Height="70"></RowDefinition>
+        </Grid.RowDefinitions>
+        <TextBlock Grid.Row="0"
+                   FontSize="18" TextAlignment="Center" Padding="0 10 0 0">Йде розпізнавання...</TextBlock>
+        <ScrollViewer Grid.Row="1">
+            <TextBlock
+                       Name="TextBlockLog"
+                       Padding="10 10 5 5"/>
+        </ScrollViewer>
+        <Button Grid.Row="2"
+                Width="50" Height="50" ToolTip="Видалити всі аннотації. Клавіша: [X]"
+                Background="LightGray" BorderBrush="LightGray"
+                Click="ButtonBase_OnClick">
+            <Path Stretch="Fill" Fill="Gray" Data="M12,2 C17.5228,2 22,6.47715 22,12 C22,17.5228 17.5228,22 12,22 C6.47715,22 2,17.5228 2,12 C2,6.47715 6.47715,2 12,2 Z
+                M9.87874,8.46443 C9.48821,8.07391 8.85505,8.07391 8.46452,8.46443 C8.10404,8.82491923 8.07631077,9.39214645 8.38133231,9.78443366 L8.46452,9.87864 L10.5858,11.9999
+                L8.46443,14.1213 C8.07391,14.5118 8.07391,15.145 8.46443,15.5355 C8.82491923,15.8959615 9.39214645,15.9236893 9.78443366,15.6186834 L9.87864,15.5355 L12,13.4141
+                L14.1214,15.5355 C14.5119,15.926 15.1451,15.926 15.5356,15.5355 C15.8960615,15.1750385 15.9237893,14.6077793 15.6187834,14.2155027 L15.5356,14.1213 L13.4142,11.9999
+                L15.5355,9.87862 C15.926,9.4881 15.926,8.85493 15.5355,8.46441 C15.1750385,8.10392077 14.6077793,8.07619083 14.2155027,8.38122018 L14.1213,8.46441
+                L12,10.5857 L9.87874,8.46443Z" />
+        </Button>
+    </Grid>
+</Window>
@@ -0,0 +1,19 @@
+using System.Windows;
+
+namespace Azaion.Annotator;
+
+public partial class AutodetectDialog : Window
+{
+    public AutodetectDialog()
+    {
+        InitializeComponent();
+    }
+
+    public void Log(string message) =>
+        TextBlockLog.Text = TextBlockLog.Text + Environment.NewLine + message;
+
+    private void ButtonBase_OnClick(object sender, RoutedEventArgs e)
+    {
+        Close();
+    }
+}
@@ -39,7 +39,7 @@
        <CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory>
      </Resource>
      <None Update="config.json">
-        <CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory>
+        <CopyToOutputDirectory>Always</CopyToOutputDirectory>
      </None>
    </ItemGroup>

@@ -4,6 +4,7 @@ using System.Windows.Input;
 using System.Windows.Media;
 using System.Windows.Shapes;
 using Azaion.Annotator.DTO;
+using Label = System.Windows.Controls.Label;

 namespace Azaion.Annotator.Controls;

@@ -14,7 +15,9 @@ public class AnnotationControl : Border

    private readonly Grid _grid;
    private readonly TextBlock _classNameLabel;
+    private readonly Label _probabilityLabel;
    public TimeSpan? Time { get; set; }
+    public double? Probability { get; set; }
        
    private AnnotationClass _annotationClass = null!;
    public AnnotationClass AnnotationClass
@@ -41,7 +44,7 @@ public class AnnotationControl : Border
        }
    }
    
-    public AnnotationControl(AnnotationClass annotationClass, TimeSpan? time, Action<object, MouseButtonEventArgs> resizeStart)
+    public AnnotationControl(AnnotationClass annotationClass, TimeSpan? time, Action<object, MouseButtonEventArgs> resizeStart, double? probability = null)
    {
        Time = time;
        _resizeStart = resizeStart;
@@ -54,6 +57,13 @@ public class AnnotationControl : Border
            FontSize = 14,
            Cursor = Cursors.SizeAll
        };
+        _probabilityLabel = new Label
+        {
+            Content = probability?.ToString("F1") ?? string.Empty,
+            HorizontalAlignment = HorizontalAlignment.Right,
+            VerticalAlignment = VerticalAlignment.Top,
+            Margin = new Thickness(0, -15, 0, 0),
+        };
        _selectionFrame = new Rectangle
        {
            HorizontalAlignment = HorizontalAlignment.Stretch,
@@ -312,7 +312,7 @@ public class CanvasEditor : Canvas

    public AnnotationControl CreateAnnotation(AnnotationClass annClass, TimeSpan? time, CanvasLabel canvasLabel)
    {
-        var annotationControl = new AnnotationControl(annClass, time, AnnotationResizeStart)
+        var annotationControl = new AnnotationControl(annClass, time, AnnotationResizeStart, canvasLabel.Probability)
        {
            Width = canvasLabel.Width,
            Height = canvasLabel.Height
@@ -37,7 +37,15 @@ public class Config

    public ThumbnailConfig ThumbnailConfig { get; set; } = null!;
    public int? LastSelectedExplorerClass { get; set; }
+    public AIRecognitionConfig AIRecognitionConfig { get; set; } = null!;
+}
+
+public class AIRecognitionConfig
+{
    public string AIModelPath { get; set; } = null!;
+    public double FrameRecognitionSeconds { get; set; }
+    public double TrackingDistanceConfidence { get; set; }
+    public double TrackingProbabilityIncrease { get; set; }
 }

 public class WindowConfig
@@ -71,6 +79,11 @@ public class FileConfigRepository(ILogger<FileConfigRepository> logger) : IConfi
    private const string DEFAULT_THUMBNAILS_DIR = "thumbnails";
    private const string DEFAULT_UNKNOWN_IMG_DIR = "unknown";

+    private const int DEFAULT_THUMBNAIL_BORDER = 10;
+    private const double DEFAULT_FRAME_RECOGNITION_SECONDS = 2;
+    private const double TRACKING_DISTANCE_CONFIDENCE = 0.15;
+    private const double TRACKING_PROBABILITY_INCREASE = 15;
+
    private static readonly Size DefaultWindowSize = new(1280, 720);
    private static readonly Point DefaultWindowLocation = new(100, 100);
    private static readonly Size DefaultThumbnailSize = new(240, 135);
@@ -111,7 +124,14 @@ public class FileConfigRepository(ILogger<FileConfigRepository> logger) : IConfi
                ThumbnailConfig = new ThumbnailConfig
                {
                    Size = DefaultThumbnailSize,
-                    Border = 10
+                    Border = DEFAULT_THUMBNAIL_BORDER
+                },
+                AIRecognitionConfig = new AIRecognitionConfig
+                {
+                    AIModelPath = "azaion.onnx",
+                    FrameRecognitionSeconds = DEFAULT_FRAME_RECOGNITION_SECONDS,
+                    TrackingDistanceConfidence = TRACKING_DISTANCE_CONFIDENCE,
+                    TrackingProbabilityIncrease = TRACKING_PROBABILITY_INCREASE
                }
            };
        }
@@ -9,11 +9,11 @@ public abstract class Label
 {
    [JsonProperty(PropertyName = "cl")] public int ClassNumber { get; set; }

-    public Label()
+    protected Label()
    {
    }

-    public Label(int classNumber)
+    protected Label(int classNumber)
    {
        ClassNumber = classNumber;
    }
@@ -25,20 +25,22 @@ public class CanvasLabel : Label
    public double Y { get; set; }
    public double Width { get; set; }
    public double Height { get; set; }
+    public double? Probability { get; }

    public CanvasLabel()
    {
    }

-    public CanvasLabel(int classNumber, double x, double y, double width, double height) : base(classNumber)
+    public CanvasLabel(int classNumber, double x, double y, double width, double height, double? probability = null) : base(classNumber)
    {
        X = x;
        Y = y;
        Width = width;
        Height = height;
+        Probability = probability;
    }

-    public CanvasLabel(YoloLabel label, Size canvasSize, Size videoSize)
+    public CanvasLabel(YoloLabel label, Size canvasSize, Size videoSize, double? probability = null)
    {
        var cw = canvasSize.Width;
        var ch = canvasSize.Height;
@@ -70,6 +72,7 @@ public class CanvasLabel : Label
            Width = label.Width * realWidth;
            Height = label.Height * ch;
        }
+        Probability = probability;
    }
 }

@@ -158,10 +161,10 @@ public class YoloLabel : Label
            .ToList()!;
    }

-    public static async Task WriteToFile(IEnumerable<YoloLabel> labels, string filename)
+    public static async Task WriteToFile(IEnumerable<YoloLabel> labels, string filename, CancellationToken cancellationToken = default)
    {
        var labelsStr = string.Join(Environment.NewLine, labels.Select(x => x.ToString()));
-        await File.WriteAllTextAsync(filename, labelsStr);
+        await File.WriteAllTextAsync(filename, labelsStr, cancellationToken);
    }

    public override string ToString() => $"{ClassNumber} {CenterX:F5} {CenterY:F5} {Width:F5} {Height:F5}".Replace(',', '.');
@@ -19,4 +19,3 @@ public class VolumeChangedEvent(int volume) : INotification
    public int Volume { get; set; } = volume;
 }

-public class AIDetectEvent : IRequest<List<YoloLabel>>;
@@ -192,8 +192,8 @@ public partial class DatasetExplorer
            foreach (var ann in await YoloLabel.ReadFromFile(dto.LabelPath))
            {
                var annClass = _config.AnnotationClassesDict[ann.ClassNumber];
-                var annInfo = new CanvasLabel(ann, ExplorerEditor.RenderSize, ExplorerEditor.RenderSize);
-                ExplorerEditor.CreateAnnotation(annClass, time, annInfo);
+                var canvasLabel = new CanvasLabel(ann, ExplorerEditor.RenderSize, ExplorerEditor.RenderSize);
+                ExplorerEditor.CreateAnnotation(annClass, time, canvasLabel);
            }

            ThumbnailLoading = false;
@@ -343,4 +343,12 @@ public partial class DatasetExplorer
            return null;
        }
    }
+
+    public void AddThumbnail(ThumbnailDto thumbnailDto, IEnumerable<int> classes)
+    {
+        var selectedClass = ((AnnotationClass?)LvClasses.SelectedItem)?.Id;
+
+        if (selectedClass != null && (selectedClass == -1 || classes.Any(x => x == selectedClass)))
+            ThumbnailsDtos.Insert(0, thumbnailDto);
+    }
 }
@@ -0,0 +1,9 @@
+using System.Windows;
+
+namespace Azaion.Annotator.Extensions;
+
+public static class PointExtensions
+{
+    public static double SqrDistance(this Point p1, Point p2) =>
+        (p2.X - p1.X) * (p2.X - p1.X) + (p2.Y - p1.Y) * (p2.Y - p1.Y);
+}
@@ -1,31 +1,27 @@
 using System.Collections.Concurrent;
-using System.Diagnostics;
-using System.Drawing;
-using System.Drawing.Imaging;
 using System.IO;
+using System.Runtime.CompilerServices;
 using System.Runtime.InteropServices;
-using Azaion.Annotator.DTO;
 using LibVLCSharp.Shared;
-using SixLabors.ImageSharp.Drawing;
 using SkiaSharp;

 namespace Azaion.Annotator.Extensions;

-public class VLCFrameExtractor(LibVLC libVLC, MainWindow mainWindow)
+public class VLCFrameExtractor(LibVLC libVLC)
 {
    private const uint RGBA_BYTES = 4;
-    private const int PLAYBACK_RATE = 3;
-    private const uint DEFAULT_WIDTH = 1280;
+    private const int PLAYBACK_RATE = 4;

    private uint _pitch; // Number of bytes per "line", aligned to x32.
    private uint _lines; // Number of lines in the buffer, aligned to x32.
    private uint _width; // Thumbnail width
    private uint _height; // Thumbnail height
-    private uint _videoFPS;
-    private Func<Stream,Task> _frameProcessFn = null!;

    private MediaPlayer _mediaPlayer = null!;

+    private TimeSpan _lastFrameTimestamp;
+    private long _lastFrame;
+
    private static uint Align32(uint size)
    {
        if (size % 32 == 0)
@@ -34,76 +30,66 @@ public class VLCFrameExtractor(LibVLC libVLC, MainWindow mainWindow)
    }

    private static SKBitmap? _currentBitmap;
-    private static readonly ConcurrentQueue<SKBitmap?> FilesToProcess = new();
+    private static readonly ConcurrentQueue<FrameInfo> FramesQueue = new();
    private static long _frameCounter;

-    public async Task Start(Func<Stream, Task> frameProcessFn)
+    public async IAsyncEnumerable<(TimeSpan Time, Stream Stream)> ExtractFrames(string mediaPath,
+        [EnumeratorCancellation] CancellationToken manualCancellationToken = default)
    {
-        _frameProcessFn = frameProcessFn;
-        var processingCancellationTokenSource = new CancellationTokenSource();
+        var videoFinishedCancellationToken = new CancellationTokenSource();

        _mediaPlayer = new MediaPlayer(libVLC);
-        _mediaPlayer.Stopped += (s, e) => processingCancellationTokenSource.CancelAfter(1);
+        _mediaPlayer.Stopped += (s, e) => videoFinishedCancellationToken.CancelAfter(1);

-        using var media = new Media(libVLC, ((MediaFileInfo)mainWindow.LvFiles.SelectedItem).Path);
-        await media.Parse(cancellationToken: processingCancellationTokenSource.Token);
+        using var media = new Media(libVLC, mediaPath);
+        await media.Parse(cancellationToken: videoFinishedCancellationToken.Token);
        var videoTrack = media.Tracks.FirstOrDefault(x => x.Data.Video.Width != 0);
        _width = videoTrack.Data.Video.Width;
        _height = videoTrack.Data.Video.Height;
-        _videoFPS = videoTrack.Data.Video.FrameRateNum;

        //rescaling to DEFAULT_WIDTH
-        _height = (uint)(DEFAULT_WIDTH * _height / (double)_width);
-        _width = DEFAULT_WIDTH;
+        //TODO: probably rescaling is not necessary, should be checked
+        //_width = DEFAULT_WIDTH;
+        //_height = (uint)(DEFAULT_WIDTH * _height / (double)_width);

        _pitch = Align32(_width * RGBA_BYTES);
        _lines = Align32(_height);
+        _mediaPlayer.SetRate(PLAYBACK_RATE);
+
+        media.AddOption(":no-audio");
+        _mediaPlayer.SetVideoFormat("RV32", _width, _height, _pitch);
+        _mediaPlayer.SetVideoCallbacks(Lock, null, Display);
+
        _mediaPlayer.Play(media);
-        _mediaPlayer.SetRate(3);
-
-        try
-        {
-            media.AddOption(":no-audio");
-            _mediaPlayer.SetVideoFormat("RV32", _width, _height, _pitch);
-            _mediaPlayer.SetVideoCallbacks(Lock, null, Display);
-            await ProcessThumbnailsAsync(processingCancellationTokenSource.Token);
-        }
-        catch (Exception e)
-        {
-            Console.WriteLine(e.Message);
-            _mediaPlayer.Stop();
-            _mediaPlayer.Dispose();
-        }
-    }
-
-    private async Task ProcessThumbnailsAsync(CancellationToken token)
-    {
        _frameCounter = 0;
        var surface = SKSurface.Create(new SKImageInfo((int) _width, (int) _height));
-        while (!token.IsCancellationRequested)
+        var token = videoFinishedCancellationToken.Token;
+
+        while (!(FramesQueue.IsEmpty && token.IsCancellationRequested) && !manualCancellationToken.IsCancellationRequested)
        {
-            if (FilesToProcess.TryDequeue(out var bitmap))
+            if (FramesQueue.TryDequeue(out var frameInfo))
            {
-                if (bitmap == null)
+                if (frameInfo.Bitmap == null)
                    continue;

-                surface.Canvas.DrawBitmap(bitmap, 0, 0); // Effectively crops the original bitmap to get only the visible area
+                surface.Canvas.DrawBitmap(frameInfo.Bitmap, 0, 0); // Effectively crops the original bitmap to get only the visible area

                using var outputImage = surface.Snapshot();
                using var data = outputImage.Encode(SKEncodedImageFormat.Jpeg, 85);
                using var ms = new MemoryStream();
                data.SaveTo(ms);
-                if (_frameProcessFn != null)
-                    await _frameProcessFn(ms);

-                Console.WriteLine($"Time: {TimeSpan.FromMilliseconds(_mediaPlayer.Time):mm\\:ss} Queue size: {FilesToProcess.Count}");
-                bitmap.Dispose();
+                yield return (frameInfo.Time, ms);
+
+                Console.WriteLine($"Queue size: {FramesQueue.Count}");
+                frameInfo.Bitmap?.Dispose();
            }
            else
            {
                await Task.Delay(TimeSpan.FromSeconds(1), token);
            }
        }
+        _mediaPlayer.Stop();
        _mediaPlayer.Dispose();
    }

@@ -116,12 +102,31 @@ public class VLCFrameExtractor(LibVLC libVLC, MainWindow mainWindow)

    private void Display(IntPtr opaque, IntPtr picture)
    {
-        if (_frameCounter % (int)(_videoFPS / 3.0) == 0)
-            FilesToProcess.Enqueue(_currentBitmap);
+        var playerTime = TimeSpan.FromMilliseconds(_mediaPlayer.Time);
+        if (_lastFrameTimestamp != playerTime)
+        {
+            _lastFrame = _frameCounter;
+            _lastFrameTimestamp = playerTime;
+        }
+
+        if (_frameCounter > 20 &&  _frameCounter % 10 == 0)
+        {
+            var msToAdd = (_frameCounter - _lastFrame) * (_lastFrameTimestamp.TotalMilliseconds / _lastFrame);
+            var time = _lastFrameTimestamp.Add(TimeSpan.FromMilliseconds(msToAdd));
+            FramesQueue.Enqueue(new FrameInfo(time, _currentBitmap));
+        }
        else
+        {
            _currentBitmap?.Dispose();
+        }

        _currentBitmap = null;
        _frameCounter++;
    }
 }
+
+public class FrameInfo(TimeSpan time, SKBitmap? bitmap)
+{
+    public TimeSpan Time { get; set; } = time;
+    public SKBitmap? Bitmap { get; set; } = bitmap;
+}
@@ -124,96 +124,104 @@ public class GalleryManager : IGalleryManager

    public async Task<ThumbnailDto?> CreateThumbnail(string imgPath, CancellationToken cancellationToken = default)
    {
-        var width = (int)_config.ThumbnailConfig.Size.Width;
-        var height = (int)_config.ThumbnailConfig.Size.Height;
-
-        var imgName = Path.GetFileName(imgPath);
-        var labelName = Path.Combine(_config.LabelsDirectory, $"{Path.GetFileNameWithoutExtension(imgPath)}.txt");
-
-        var originalImage = Image.FromStream(new MemoryStream(await File.ReadAllBytesAsync(imgPath, cancellationToken)));
-
-        var bitmap = new Bitmap(width, height);
-
-        using var g = Graphics.FromImage(bitmap);
-        g.CompositingQuality = CompositingQuality.HighSpeed;
-        g.SmoothingMode = SmoothingMode.HighSpeed;
-        g.InterpolationMode = InterpolationMode.Default;
-
-        var size = new Size(originalImage.Width, originalImage.Height);
-        if (!File.Exists(labelName))
+        try
        {
-            File.Move(imgPath, Path.Combine(_config.UnknownImages, imgName));
-            _logger.LogInformation($"No labels found for image {imgName}! Moved image to the {_config.UnknownImages} folder.");
+            var width = (int)_config.ThumbnailConfig.Size.Width;
+            var height = (int)_config.ThumbnailConfig.Size.Height;
+
+            var imgName = Path.GetFileName(imgPath);
+            var labelName = Path.Combine(_config.LabelsDirectory, $"{Path.GetFileNameWithoutExtension(imgPath)}.txt");
+
+            var originalImage = Image.FromStream(new MemoryStream(await File.ReadAllBytesAsync(imgPath, cancellationToken)));
+
+            var bitmap = new Bitmap(width, height);
+
+            using var g = Graphics.FromImage(bitmap);
+            g.CompositingQuality = CompositingQuality.HighSpeed;
+            g.SmoothingMode = SmoothingMode.HighSpeed;
+            g.InterpolationMode = InterpolationMode.Default;
+
+            var size = new Size(originalImage.Width, originalImage.Height);
+            if (!File.Exists(labelName))
+            {
+                File.Move(imgPath, Path.Combine(_config.UnknownImages, imgName));
+                _logger.LogInformation($"No labels found for image {imgName}! Moved image to the {_config.UnknownImages} folder.");
+                return null;
+            }
+            var labels = (await YoloLabel.ReadFromFile(labelName, cancellationToken))
+                .Select(x => new CanvasLabel(x, size, size))
+                .ToList();
+
+            var thumbWhRatio = width / (float)height;
+            var border = _config.ThumbnailConfig.Border;
+
+            var classes = labels.Select(x => x.ClassNumber).Distinct().ToList();
+            LabelsCache.TryAdd(imgName, new LabelInfo
+            {
+                Classes = classes,
+                ImageDateTime = File.GetCreationTimeUtc(imgPath)
+            });
+
+            var frameX = 0.0;
+            var frameY = 0.0;
+            var frameHeight = size.Height;
+            var frameWidth = size.Width;
+
+            if (labels.Any())
+            {
+                var labelsMinX = labels.Min(x => x.X);
+                var labelsMaxX = labels.Max(x => x.X + x.Width);
+
+                var labelsMinY = labels.Min(x => x.Y);
+                var labelsMaxY = labels.Max(x => x.Y + x.Height);
+
+                var labelsHeight = labelsMaxY - labelsMinY + 2 * border;
+                var labelsWidth = labelsMaxX - labelsMinX + 2 * border;
+
+                if (labelsWidth / labelsHeight > thumbWhRatio)
+                {
+                    frameWidth = labelsWidth;
+                    frameHeight = Math.Min(labelsWidth / thumbWhRatio, size.Height);
+                    frameX = Math.Max(0, labelsMinX - border);
+                    frameY = Math.Max(0, 0.5 * (labelsMinY + labelsMaxY - frameHeight) - border);
+                }
+                else
+                {
+                    frameHeight = labelsHeight;
+                    frameWidth = Math.Min(labelsHeight * thumbWhRatio, size.Width);
+                    frameY = Math.Max(0, labelsMinY - border);
+                    frameX = Math.Max(0, 0.5 * (labelsMinX + labelsMaxX - frameWidth) - border);
+                }
+            }
+
+            var scale = frameHeight / height;
+            g.DrawImage(originalImage, new Rectangle(0, 0, width, height), new RectangleF((float)frameX, (float)frameY, (float)frameWidth, (float)frameHeight), GraphicsUnit.Pixel);
+
+            foreach (var label in labels)
+            {
+                var color = _config.AnnotationClassesDict[label.ClassNumber].Color;
+                var brush = new SolidBrush(Color.FromArgb(color.A, color.R, color.G, color.B));
+
+                var rectangle = new RectangleF((float)((label.X - frameX) / scale), (float)((label.Y - frameY) / scale), (float)(label.Width / scale), (float)(label.Height / scale));
+                g.FillRectangle(brush, rectangle);
+            }
+
+            var thumbnailName = Path.Combine(ThumbnailsDirectory.FullName, $"{Path.GetFileNameWithoutExtension(imgPath)}{Config.THUMBNAIL_PREFIX}.jpg");
+            bitmap.Save(thumbnailName, ImageFormat.Jpeg);
+
+            return new ThumbnailDto
+            {
+                ThumbnailPath = thumbnailName,
+                ImagePath = imgPath,
+                LabelPath = labelName,
+                ImageDate = File.GetCreationTimeUtc(imgPath)
+            };
+        }
+        catch (Exception e)
+        {
+            _logger.LogError(e, e.Message);
            return null;
        }
-        var labels = (await YoloLabel.ReadFromFile(labelName, cancellationToken))
-            .Select(x => new CanvasLabel(x, size, size))
-            .ToList();
-
-        var thumbWhRatio = width / (float)height;
-        var border = _config.ThumbnailConfig.Border;
-
-        var classes = labels.Select(x => x.ClassNumber).Distinct().ToList();
-        LabelsCache.TryAdd(imgName, new LabelInfo
-        {
-            Classes = classes,
-            ImageDateTime = File.GetCreationTimeUtc(imgPath)
-        });
-
-        var frameX = 0.0;
-        var frameY = 0.0;
-        var frameHeight = size.Height;
-        var frameWidth = size.Width;
-
-        if (labels.Any())
-        {
-            var labelsMinX = labels.Min(x => x.X);
-            var labelsMaxX = labels.Max(x => x.X + x.Width);
-
-            var labelsMinY = labels.Min(x => x.Y);
-            var labelsMaxY = labels.Max(x => x.Y + x.Height);
-
-            var labelsHeight = labelsMaxY - labelsMinY + 2 * border;
-            var labelsWidth = labelsMaxX - labelsMinX + 2 * border;
-
-            if (labelsWidth / labelsHeight > thumbWhRatio)
-            {
-                frameWidth = labelsWidth;
-                frameHeight = Math.Min(labelsWidth / thumbWhRatio, size.Height);
-                frameX = Math.Max(0, labelsMinX - border);
-                frameY = Math.Max(0, 0.5 * (labelsMinY + labelsMaxY - frameHeight) - border);
-            }
-            else
-            {
-                frameHeight = labelsHeight;
-                frameWidth = Math.Min(labelsHeight * thumbWhRatio, size.Width);
-                frameY = Math.Max(0, labelsMinY - border);
-                frameX = Math.Max(0, 0.5 * (labelsMinX + labelsMaxX - frameWidth) - border);
-            }
-        }
-
-        var scale = frameHeight / height;
-        g.DrawImage(originalImage, new Rectangle(0, 0, width, height), new RectangleF((float)frameX, (float)frameY, (float)frameWidth, (float)frameHeight), GraphicsUnit.Pixel);
-
-        foreach (var label in labels)
-        {
-            var color = _config.AnnotationClassesDict[label.ClassNumber].Color;
-            var brush = new SolidBrush(Color.FromArgb(color.A, color.R, color.G, color.B));
-
-            var rectangle = new RectangleF((float)((label.X - frameX) / scale), (float)((label.Y - frameY) / scale), (float)(label.Width / scale), (float)(label.Height / scale));
-            g.FillRectangle(brush, rectangle);
-        }
-
-        var thumbnailName = Path.Combine(ThumbnailsDirectory.FullName, $"{Path.GetFileNameWithoutExtension(imgPath)}{Config.THUMBNAIL_PREFIX}.jpg");
-        bitmap.Save(thumbnailName, ImageFormat.Jpeg);
-
-        return new ThumbnailDto
-        {
-            ThumbnailPath = thumbnailName,
-            ImagePath = imgPath,
-            LabelPath = labelName,
-            ImageDate = File.GetCreationTimeUtc(imgPath)
-        };
    }
 }

@@ -229,7 +229,7 @@
                      RowHeaderWidth="0"
                      Padding="2 0 0 0"
                      AutoGenerateColumns="False"
-                      SelectionMode="Single"
+                      SelectionMode="Extended"
                      CellStyle="{DynamicResource DataGridCellStyle1}"
                      IsReadOnly="True"
                      CanUserResizeRows="False"
@@ -267,11 +267,6 @@
                        </DataGridTextColumn.CellStyle>
                    </DataGridTextColumn>
                </DataGrid.Columns>
-                <DataGrid.ItemContainerStyle>
-                    <Style TargetType="DataGridRow">
-                        <EventSetter Event="MouseDoubleClick" Handler="DgAnnotationsRowClick"></EventSetter>
-                    </Style>
-                </DataGrid.ItemContainerStyle>
            </DataGrid>
        </Grid>

@@ -1,20 +1,25 @@
 using System.Collections.ObjectModel;
 using System.Diagnostics;
+using System.Drawing.Imaging;
 using System.IO;
 using System.Windows;
 using System.Windows.Controls;
 using System.Windows.Controls.Primitives;
 using System.Windows.Input;
+using System.Windows.Media;
+using System.Windows.Threading;
 using Azaion.Annotator.DTO;
 using Azaion.Annotator.Extensions;
 using LibVLCSharp.Shared;
 using MediatR;
 using Microsoft.WindowsAPICodePack.Dialogs;
 using Newtonsoft.Json;
-using Point = System.Windows.Point;
 using Size = System.Windows.Size;
 using IntervalTree;
 using Microsoft.Extensions.Logging;
+using OpenTK.Graphics.OpenGL;
+using Serilog;
+using MediaPlayer = LibVLCSharp.Shared.MediaPlayer;

 namespace Azaion.Annotator;

@@ -29,7 +34,9 @@ public partial class MainWindow
    private readonly HelpWindow _helpWindow;
    private readonly ILogger<MainWindow> _logger;
    private readonly IGalleryManager _galleryManager;
-    private CancellationTokenSource _cancellationTokenSource = new CancellationTokenSource();
+    private readonly VLCFrameExtractor _vlcFrameExtractor;
+    private readonly IAIDetector _aiDetector;
+    private CancellationTokenSource _cancellationTokenSource = new();

    private ObservableCollection<AnnotationClass> AnnotationClasses { get; set; } = new();
    private bool _suspendLayout;
@@ -43,6 +50,7 @@ public partial class MainWindow
    private ObservableCollection<MediaFileInfo> FilteredMediaFiles { get; set; } = new();

    public IntervalTree<TimeSpan, List<YoloLabel>> Annotations { get; set; } = new();
+    private AutodetectDialog _autoDetectDialog;

    public MainWindow(LibVLC libVLC, MediaPlayer mediaPlayer,
        IMediator mediator,
@@ -51,7 +59,9 @@ public partial class MainWindow
        HelpWindow helpWindow,
        DatasetExplorer datasetExplorer,
        ILogger<MainWindow> logger,
-        IGalleryManager galleryManager)
+        IGalleryManager galleryManager,
+        VLCFrameExtractor vlcFrameExtractor,
+        IAIDetector aiDetector)
    {
        InitializeComponent();
        _libVLC = libVLC;
@@ -64,6 +74,8 @@ public partial class MainWindow
        _datasetExplorer = datasetExplorer;
        _logger = logger;
        _galleryManager = galleryManager;
+        _vlcFrameExtractor = vlcFrameExtractor;
+        _aiDetector = aiDetector;

        VideoView.Loaded += VideoView_Loaded;
        Closed += OnFormClosed;
@@ -189,6 +201,39 @@ public partial class MainWindow
        LocationChanged += async (_, _) => await SaveUserSettings();
        StateChanged += async (_, _) => await SaveUserSettings();

+        DgAnnotations.MouseDoubleClick += (sender, args) =>
+        {
+            Editor.RemoveAllAnns();
+            var dgRow = ItemsControl.ContainerFromElement((DataGrid)sender, (args.OriginalSource as DependencyObject)!) as DataGridRow;
+            var res = (AnnotationResult)dgRow!.Item;
+            _mediaPlayer.SetPause(true);
+            Editor.RemoveAllAnns();
+            _mediaPlayer.Time = (long)res.Time.TotalMilliseconds;
+            ShowTimeAnnotations(res.Time);
+        };
+
+        DgAnnotations.KeyUp += (sender, args) =>
+        {
+            if (args.Key != Key.Delete)
+                return;
+
+            var result = MessageBox.Show("Чи дійсно видалити аннотації?","Підтвердження видалення", MessageBoxButton.OKCancel, MessageBoxImage.Question);
+            if (result != MessageBoxResult.OK)
+                return;
+
+            var res = DgAnnotations.SelectedItems.Cast<AnnotationResult>().ToList();
+            foreach (var annotationResult in res)
+            {
+                var imgName = Path.GetFileNameWithoutExtension(annotationResult.Image);
+                var thumbnailPath = Path.Combine(_config.ThumbnailsDirectory, $"{imgName}{Config.THUMBNAIL_PREFIX}.jpg");
+                File.Delete(annotationResult.Image);
+                File.Delete(Path.Combine(_config.LabelsDirectory, $"{imgName}.txt"));
+                File.Delete(thumbnailPath);
+                _formState.AnnotationResults.Remove(annotationResult);
+                Annotations.Remove(Annotations.Query(annotationResult.Time));
+            }
+        };
+
        Editor.FormState = _formState;
        Editor.Mediator = _mediator;
        DgAnnotations.ItemsSource = _formState.AnnotationResults;
@@ -221,14 +266,16 @@ public partial class MainWindow

        var annotations = Annotations.Query(time).SelectMany(x => x).ToList();
        foreach (var ann in annotations)
-        {
-            var annClass = _config.AnnotationClasses[ann.ClassNumber];
-            var annInfo = new CanvasLabel(ann, Editor.RenderSize, _formState.CurrentVideoSize);
-            Dispatcher.Invoke(() => Editor.CreateAnnotation(annClass, time, annInfo));
-        }
+            AddAnnotationToCanvas(time, new CanvasLabel(ann, Editor.RenderSize, _formState.CurrentVideoSize));
    }

-    public async Task ReloadAnnotations(CancellationToken cancellationToken)
+    private void AddAnnotationToCanvas(TimeSpan? time, CanvasLabel canvasLabel)
+    {
+        var annClass = _config.AnnotationClasses[canvasLabel.ClassNumber];
+        Dispatcher.Invoke(() => Editor.CreateAnnotation(annClass, time, canvasLabel));
+    }
+
+    private async Task ReloadAnnotations(CancellationToken cancellationToken)
    {
        _formState.AnnotationResults.Clear();
        Annotations.Clear();
@@ -243,14 +290,12 @@ public partial class MainWindow
        {
            var name = Path.GetFileNameWithoutExtension(file.Name);
            var time = _formState.GetTime(name);
-            await AddAnnotation(time, await YoloLabel.ReadFromFile(file.FullName, cancellationToken));
+            await AddAnnotations(time, await YoloLabel.ReadFromFile(file.FullName, cancellationToken));
        }
    }

-    public async Task AddAnnotation(TimeSpan? time, List<YoloLabel> annotations)
+    public async Task AddAnnotations(TimeSpan? time, List<YoloLabel> annotations)
    {
-        var fName = _formState.GetTimeName(time);
-
        var timeValue = time ?? TimeSpan.FromMinutes(0);
        var previousAnnotations = Annotations.Query(timeValue);
        Annotations.Remove(previousAnnotations);
@@ -269,8 +314,8 @@ public partial class MainWindow
            .Select(x => x.Value + 1)
            .FirstOrDefault();

-        _formState.AnnotationResults.Insert(index, new AnnotationResult(timeValue, fName, annotations, _config));
-        await File.WriteAllTextAsync($"{_config.ResultsDirectory}/{fName}.json", JsonConvert.SerializeObject(_formState.AnnotationResults));
+        _formState.AnnotationResults.Insert(index, new AnnotationResult(timeValue, _formState.GetTimeName(time), annotations, _config));
+        await File.WriteAllTextAsync($"{_config.ResultsDirectory}/{_formState.VideoName}.json", JsonConvert.SerializeObject(_formState.AnnotationResults));
    }

    private void ReloadFiles()
@@ -339,9 +384,19 @@ public partial class MainWindow
        if (mediaFileInfo == null)
            return;

-        Process.Start("explorer.exe", "/select, \"" + mediaFileInfo.Path +"\"");
+        Process.Start("explorer.exe", "/select,\"" + mediaFileInfo.Path +"\"");
    }

+    public void SeekTo(long timeMilliseconds)
+    {
+        _mediaPlayer.SetPause(true);
+        _mediaPlayer.Time = timeMilliseconds;
+        VideoSlider.Value = _mediaPlayer.Position * 100;
+    }
+
+    private void SeekTo(TimeSpan time) =>
+        SeekTo((long)time.TotalMilliseconds);
+
    // private void AddClassBtnClick(object sender, RoutedEventArgs e)
    // {
    //     LvClasses.IsReadOnly = false;
@@ -402,32 +457,12 @@ public partial class MainWindow
    private void TurnOffVolume(object sender, RoutedEventArgs e) => _mediator.Publish(new PlaybackControlEvent(PlaybackControlEnum.TurnOffVolume));
    private void TurnOnVolume(object sender, RoutedEventArgs e) => _mediator.Publish(new PlaybackControlEvent(PlaybackControlEnum.TurnOnVolume));

-    private async void AutoDetect(object sender, RoutedEventArgs e)
-    {
-        if (LvFiles.SelectedItem == null)
-            return;
-        await _mediator.Send(new AIDetectEvent());
-    }
-
    private void OpenHelpWindowClick(object sender, RoutedEventArgs e)
    {
        _helpWindow.Show();
        _helpWindow.Activate();
    }

-    private void DgAnnotationsRowClick(object sender, MouseButtonEventArgs e)
-    {
-        DgAnnotations.MouseDoubleClick += (sender, args) =>
-        {
-            Editor.RemoveAllAnns();
-            var dgRow = ItemsControl.ContainerFromElement((DataGrid)sender, (args.OriginalSource as DependencyObject)!) as DataGridRow;
-            var res = (AnnotationResult)dgRow!.Item;
-            _mediaPlayer.SetPause(true);
-            _mediaPlayer.Time = (long)res.Time.TotalMilliseconds; // + 250;
-            ShowTimeAnnotations(res.Time);
-        };
-    }
-
    private void Thumb_OnDragCompleted(object sender, DragCompletedEventArgs e) => _ = SaveUserSettings();

    private void ReloadThumbnailsItemClick(object sender, RoutedEventArgs e)
@@ -445,4 +480,149 @@ public partial class MainWindow
        var listItem = sender as ListViewItem;
        LvFilesContextMenu.DataContext = listItem.DataContext;
    }
+
+    private (TimeSpan Time, List<(YoloLabel Label, float Probability)> Detections)? _previousDetection;
+
+    public void AutoDetect(object sender, RoutedEventArgs e)
+    {
+        if (LvFiles.SelectedItem == null)
+            return;
+
+        _mediator.Publish(new PlaybackControlEvent(PlaybackControlEnum.Play));
+        var mediaInfo = (MediaFileInfo)LvFiles.SelectedItem;
+        _formState.CurrentMedia = mediaInfo;
+        _mediaPlayer.Stop();
+        var path = mediaInfo.Path;
+
+        var manualCancellationSource = new CancellationTokenSource();
+        var token = manualCancellationSource.Token;
+
+        _autoDetectDialog = new AutodetectDialog
+        {
+            Topmost = true,
+            Owner = this
+        };
+        _autoDetectDialog.Closing += (_, _) =>
+        {
+            manualCancellationSource.Cancel();
+            _mediaPlayer.Stop();
+        };
+        _autoDetectDialog.Top = Height - _autoDetectDialog.Height - 80;
+
+        _ = Task.Run(async () =>
+        {
+            using var detector = new YOLODetector(_config);
+            Dispatcher.Invoke(() => _autoDetectDialog.Log("Ініціалізація AI..."));
+
+            await foreach (var timeframe in _vlcFrameExtractor.ExtractFrames(path, token))
+            {
+                try
+                {
+                    var detections = _aiDetector.Detect(timeframe.Stream);
+
+                    if (!IsValidDetection(timeframe.Time, detections))
+                        continue;
+
+                    await ProcessDetection(timeframe, detections, token);
+                }
+                catch (Exception ex)
+                {
+                    _logger.LogError(ex, ex.Message);
+                    await manualCancellationSource.CancelAsync();
+                }
+            }
+            _autoDetectDialog.Close();
+        }, token);
+
+
+        _autoDetectDialog.ShowDialog();
+        Dispatcher.Invoke(() => Editor.Background = new SolidColorBrush(Color.FromArgb(1, 0, 0, 0)));
+    }
+
+    private bool IsValidDetection(TimeSpan time, List<(YoloLabel Label, float Probability)> detections)
+    {
+        // No AI detection, forbid
+        if (detections.Count == 0)
+            return false;
+
+        // Very first detection, allow
+        if (!_previousDetection.HasValue)
+            return true;
+
+        var prev = _previousDetection.Value;
+
+        // Time between detections is >= than Frame Recognition Seconds, allow
+        if (time >= prev.Time.Add(TimeSpan.FromSeconds(_config.AIRecognitionConfig.FrameRecognitionSeconds)))
+            return true;
+
+        // Detection is earlier than previous + FrameRecognitionSeconds.
+        // Look to the detections more in detail
+
+        // More detected objects, allow
+        if (detections.Count > prev.Detections.Count)
+            return true;
+
+        foreach (var det in detections)
+        {
+            var point = new Point(det.Label.CenterX, det.Label.CenterY);
+            var closestObject = prev.Detections
+                .Select(p => new
+                {
+                    Point = p,
+                    Distance = point.SqrDistance(new Point(p.Label.CenterX, p.Label.CenterY))
+                })
+                .OrderBy(x => x.Distance)
+                .First();
+
+            // Closest object is farther than Tracking distance confidence, hence it's a different object, allow
+            if (closestObject.Distance > _config.AIRecognitionConfig.TrackingDistanceConfidence)
+                return true;
+
+            // Since closest object within distance confidence, then it is tracking of the same object. Then if recognition probability for the object > increase from previous
+            if (det.Probability >= closestObject.Point.Probability + _config.AIRecognitionConfig.TrackingProbabilityIncrease)
+                return true;
+        }
+
+        return false;
+    }
+
+    private async Task ProcessDetection((TimeSpan Time, Stream Stream) timeframe, List<(YoloLabel Label, float Probability)> detections, CancellationToken token = default)
+    {
+        _previousDetection = (timeframe.Time, detections);
+        await Dispatcher.Invoke(async () =>
+        {
+            try
+            {
+                var time = timeframe.Time;
+                var labels = detections.Select(x => x.Label).ToList();
+
+                var fName = _formState.GetTimeName(timeframe.Time);
+                var imgPath = Path.Combine(_config.ImagesDirectory, $"{fName}.jpg");
+                var img = System.Drawing.Image.FromStream(timeframe.Stream);
+                img.Save(imgPath, ImageFormat.Jpeg);
+                await YoloLabel.WriteToFile(labels, Path.Combine(_config.LabelsDirectory, $"{fName}.txt"), token);
+
+                Editor.Background = new ImageBrush { ImageSource = await imgPath.OpenImage() };
+                Editor.RemoveAllAnns();
+                foreach (var (label, probability) in detections)
+                    AddAnnotationToCanvas(time, new CanvasLabel(label, Editor.RenderSize, Editor.RenderSize, probability));
+                await AddAnnotations(timeframe.Time, labels);
+
+                var log = string.Join(Environment.NewLine, detections.Select(det =>
+                    $"{_config.AnnotationClassesDict[det.Label.ClassNumber].Name}: " +
+                    $"xy=({det.Label.CenterX:F2},{det.Label.CenterY:F2}), " +
+                    $"size=({det.Label.Width:F2}, {det.Label.Height:F2}), " +
+                    $"prob: {det.Probability:F1}%"));
+                Dispatcher.Invoke(() => _autoDetectDialog.Log(log));
+
+                var thumbnailDto = await _galleryManager.CreateThumbnail(imgPath, token);
+                if (thumbnailDto != null)
+                    _datasetExplorer.AddThumbnail(thumbnailDto, labels.Select(x => x.ClassNumber));
+            }
+            catch (Exception e)
+            {
+                _logger.LogError(e, e.Message);
+            }
+        });
+    }
 }
@@ -1,5 +1,6 @@
 using System.IO;
 using System.Windows;
+using System.Windows.Controls;
 using System.Windows.Input;
 using Azaion.Annotator.DTO;
 using LibVLCSharp.Shared;
@@ -95,7 +96,7 @@ public class MainWindowEventHandler :
            await ControlPlayback(value);

        if (key == Key.A)
-            await _mediator.Send( new AIDetectEvent(), cancellationToken);
+            _mainWindow.AutoDetect(null!, null!);

        await VolumeControl(key);
    }
@@ -141,7 +142,7 @@ public class MainWindowEventHandler :
            switch (controlEnum)
            {
                case PlaybackControlEnum.Play:
-                    await Play();
+                    Play();
                    break;
                case PlaybackControlEnum.Pause:
                    _mediaPlayer.Pause();
@@ -152,19 +153,16 @@ public class MainWindowEventHandler :
                    _mediaPlayer.Stop();
                    break;
                case PlaybackControlEnum.PreviousFrame:
-                    _mediaPlayer.SetPause(true);
-                    _mediaPlayer.Time -= step;
-                    _mainWindow.VideoSlider.Value = _mediaPlayer.Position * 100;
+                    _mainWindow.SeekTo(_mediaPlayer.Time - step);
                    break;
                case PlaybackControlEnum.NextFrame:
-                    _mediaPlayer.SetPause(true);
-                    _mediaPlayer.Time += step;
-                    _mainWindow.VideoSlider.Value = _mediaPlayer.Position * 100;
+                    _mainWindow.SeekTo(_mediaPlayer.Time + step);
                    break;
                case PlaybackControlEnum.SaveAnnotations:
                    await SaveAnnotations();
                    break;
                case PlaybackControlEnum.RemoveSelectedAnns:
+
                    _mainWindow.Editor.RemoveSelectedAnns();
                    break;
                case PlaybackControlEnum.RemoveAllAnns:
@@ -182,10 +180,10 @@ public class MainWindowEventHandler :
                    _mediaPlayer.Volume = 0;
                    break;
                case PlaybackControlEnum.Previous:
-                    await NextMedia(isPrevious: true);
+                    NextMedia(isPrevious: true);
                    break;
                case PlaybackControlEnum.Next:
-                    await NextMedia();
+                    NextMedia();
                    break;
                case PlaybackControlEnum.None:
                    break;
@@ -195,12 +193,12 @@ public class MainWindowEventHandler :
        }
        catch (Exception e)
        {
-            Console.WriteLine(e);
+            _logger.LogError(e, e.Message);
            throw;
        }
    }

-    private async Task NextMedia(bool isPrevious = false)
+    private void NextMedia(bool isPrevious = false)
    {
        var increment = isPrevious ? -1 : 1;
        var check = isPrevious ? -1 : _mainWindow.LvFiles.Items.Count;
@@ -208,7 +206,7 @@ public class MainWindowEventHandler :
            return;

        _mainWindow.LvFiles.SelectedIndex += increment;
-        await Play();
+        Play();
    }

    public async Task Handle(VolumeChangedEvent notification, CancellationToken cancellationToken)
@@ -223,7 +221,7 @@ public class MainWindowEventHandler :
        _mediaPlayer.Volume = volume;
    }

-    private async Task Play()
+    private void Play()
    {
        if (_mainWindow.LvFiles.SelectedItem == null)
            return;
@@ -242,7 +240,7 @@ public class MainWindowEventHandler :
            return;

        var time = TimeSpan.FromMilliseconds(_mediaPlayer.Time);
-        var fName = _formState.GetTimeName(time);
+            var fName = _formState.GetTimeName(time);

        var currentAnns = _mainWindow.Editor.CurrentAnns
            .Select(x => new YoloLabel(x.Info, _mainWindow.Editor.RenderSize, _formState.CurrentVideoSize))
@@ -252,7 +250,7 @@ public class MainWindowEventHandler :

        var resultHeight = (uint)Math.Round(RESULT_WIDTH / _formState.CurrentVideoSize.Width * _formState.CurrentVideoSize.Height);

-        await _mainWindow.AddAnnotation(time, currentAnns);
+        await _mainWindow.AddAnnotations(time, currentAnns);

        _formState.CurrentMedia.HasAnnotations = _mainWindow.Annotations.Count != 0;
        _mainWindow.LvFiles.Items.Refresh();
@@ -269,13 +267,11 @@ public class MainWindowEventHandler :
        else
        {
            File.Copy(_formState.CurrentMedia.Path, destinationPath, overwrite: true);
-            await NextMedia();
+            NextMedia();
        }

        var thumbnailDto = await _galleryManager.CreateThumbnail(destinationPath);
-        var selectedClass = ((AnnotationClass?)_datasetExplorer.LvClasses.SelectedItem)?.Id;
-
-        if (selectedClass != null && (selectedClass == -1 || currentAnns.Any(x => x.ClassNumber == selectedClass)))
-            _datasetExplorer.ThumbnailsDtos.Insert(0, thumbnailDto);
+        if (thumbnailDto != null)
+            _datasetExplorer.AddThumbnail(thumbnailDto, currentAnns.Select(x => x.ClassNumber));
    }
 }
@@ -0,0 +1,36 @@
+using System.Drawing.Imaging;
+using System.IO;
+using Azaion.Annotator.DTO;
+using Compunet.YoloV8;
+using SixLabors.ImageSharp;
+using SixLabors.ImageSharp.Formats.Jpeg;
+using SixLabors.ImageSharp.PixelFormats;
+
+namespace Azaion.Annotator;
+
+public interface IAIDetector
+{
+    List<(YoloLabel Label, float Probability)> Detect(Stream stream);
+}
+
+public class YOLODetector(Config config) : IAIDetector, IDisposable
+{
+    private readonly YoloPredictor _predictor = new(config.AIRecognitionConfig.AIModelPath);
+
+    public List<(YoloLabel Label, float Probability)> Detect(Stream stream)
+    {
+        stream.Seek(0, SeekOrigin.Begin);
+        var image = Image.Load<Rgb24>(stream);
+        var result = _predictor.Detect(image);
+
+        var imageSize = new System.Windows.Size(image.Width, image.Height);
+
+        return result.Select(d =>
+        {
+            var label = new YoloLabel(new CanvasLabel(d.Name.Id, d.Bounds.X, d.Bounds.Y, d.Bounds.Width, d.Bounds.Height), imageSize, imageSize);
+            return (label, d.Confidence * 100);
+        }).ToList();
+    }
+
+    public void Dispose() => _predictor.Dispose();
+}
@@ -1,5 +1,5 @@
 {
-  "VideosDirectory": "E:\\Azaion3\\Videos",
+  "VideosDirectory": "E:\\Azaion3\\VideosTest",
  "LabelsDirectory": "E:\\labels",
  "ImagesDirectory": "E:\\images",
  "ThumbnailsDirectory": "E:\\thumbnails",
@@ -36,5 +36,10 @@
  "ShowHelpOnStart": false,
  "VideoFormats": ["mov", "mp4"],
  "ImageFormats": ["jpg", "jpeg", "png", "bmp", "gif"],
-  "AIModelPath": "D:\\dev\\azaion\\azaion_2024-09-19.onnx"
+  "AIRecognitionConfig": {
+    "AIModelPath": "azaion.onnx",
+    "FrameRecognitionSeconds": 2,
+    "TrackingDistanceConfidence": 0.15,
+    "TrackingProbabilityIncrease": 15
+  }
 }