diff --git a/Splitter-UI/ViewModels/JobViewModel.cs b/Splitter-UI/ViewModels/JobViewModel.cs
index f192fa7..7ea0737 100644
--- a/Splitter-UI/ViewModels/JobViewModel.cs
+++ b/Splitter-UI/ViewModels/JobViewModel.cs
@@ -122,6 +122,19 @@ public partial class JobViewModel : ObservableObject
         }
     }
 
+    public float IdentityThreshold
+    {
+        get => Job.IdentityThreshold;
+        set
+        {
+            if (Math.Abs(Job.IdentityThreshold - value) < 0.001)
+                return;
+            Job.IdentityThreshold = value;
+            OnPropertyChanged();
+            Task.Run(CreatePreview);
+        }
+    }
+
     public string? Mask
     {
         get => Job.Mask;
diff --git a/Splitter-UI/ViewModels/MainViewModel.cs b/Splitter-UI/ViewModels/MainViewModel.cs
index 3445189..d22d857 100644
--- a/Splitter-UI/ViewModels/MainViewModel.cs
+++ b/Splitter-UI/ViewModels/MainViewModel.cs
@@ -54,14 +54,14 @@ public partial class MainViewModel : ViewModelBase
         _cancellationTokenSource?.Cancel();
     }
 
-    public async Task Start()
+    public Task Start() => Task.Run(async () =>
     {
         _cancellationTokenSource = new CancellationTokenSource();
         try
         {
             StatusBar.StatusText = "Processing…";
-            StatusBar.Percent    = 0;
-            TransformMode        = true;
+            StatusBar.Percent = 0;
+            TransformMode = true;
 
             var files = FileList.Files.ToList();
             var jobs = new List<SingleTask>();
@@ -84,11 +84,11 @@ public partial class MainViewModel : ViewModelBase
         finally
         {
             StatusBar.StatusText = "Ready…";
-            StatusBar.Percent    = 0;
-            TransformMode        = false;
+            StatusBar.Percent = 0;
+            TransformMode = false;
 
             _cancellationTokenSource?.Dispose();
         }
-    }
+    });
 
 }
diff --git a/Splitter-UI/ViewModels/ProgressViewModel.cs b/Splitter-UI/ViewModels/ProgressViewModel.cs
index d6ef8ee..2b366f9 100644
--- a/Splitter-UI/ViewModels/ProgressViewModel.cs
+++ b/Splitter-UI/ViewModels/ProgressViewModel.cs
@@ -1,4 +1,5 @@
 using System.Collections.ObjectModel;
+using Avalonia.Threading;
 using CommunityToolkit.Mvvm.ComponentModel;
 using CommunityToolkit.Mvvm.Input;
 
@@ -26,7 +27,7 @@ public partial class ProgressViewModel : ObservableObject
         _mainModel = mainModel;
     }
 
-    public void ClearProgress(string name, int progressLine)
+    public void ClearProgress(string name, int progressLine) => Dispatch(() =>
     {
         lock (_lock)
         {
@@ -36,8 +37,9 @@ public partial class ProgressViewModel : ObservableObject
             NumberOfProcesses -= 1;
             Processes[progressLine] = new ProgressInfo("", progressLine, 0, TimeSpan.Zero, 0);
         }
-    }
-    public void DrawProgress(string name, int progressLine, double progress, TimeSpan eta, double speed)
+    });
+
+    public void DrawProgress(string name, int progressLine, double progress, TimeSpan eta, double speed) => Dispatch(() =>
     {
         lock (_lock)
         {
@@ -53,6 +55,18 @@ public partial class ProgressViewModel : ObservableObject
                 NumberOfProcesses += 1;
             Processes[progressLine] = new ProgressInfo(name, progressLine, progress, eta, speed);
         }
+    });
+
+    private void Dispatch(Action action)
+    {
+        if (Dispatcher.UIThread.CheckAccess())
+        {
+            action();
+        }
+        else
+        {
+            Dispatcher.UIThread.Post(() => action());
+        }
     }
 }
 
diff --git a/Splitter-UI/Views/InspectorPane.axaml b/Splitter-UI/Views/InspectorPane.axaml
index 6e5d301..4153bc4 100644
--- a/Splitter-UI/Views/InspectorPane.axaml
+++ b/Splitter-UI/Views/InspectorPane.axaml
@@ -12,7 +12,7 @@ x:DataType="vm:InspectorPaneViewModel">
                 <StackPanel Orientation="Horizontal"
                             HorizontalAlignment="Right"
                             Spacing="8"
-                            Margin="0,10,0,0">
+                            Margin="0,0,10,0">
 
                     <Button Content="Apply to Selected"
                             Command="{Binding ApplyOverridesCommand}"/>
@@ -103,7 +103,7 @@ x:DataType="vm:InspectorPaneViewModel">
 
                 <!-- ScoreThreshold -->
                 <StackPanel Orientation="Horizontal" Spacing="8">
-                    <TextBlock Text="Score Threshold" Width="120"/>
+                    <TextBlock Text="Score threshold" Width="120"/>
 
                     <StackPanel Orientation="Vertical" Spacing="4" Width="260">
                         <Slider Minimum="0"
@@ -119,6 +119,25 @@ x:DataType="vm:InspectorPaneViewModel">
                                    HorizontalAlignment="Right"/>
                     </StackPanel>
                 </StackPanel>
+                
+                <!-- ScoreThreshold -->
+                <StackPanel Orientation="Horizontal" Spacing="8">
+                    <TextBlock Text="Identity matching threshold" Width="120"/>
+
+                    <StackPanel Orientation="Vertical" Spacing="4" Width="260">
+                        <Slider Minimum="0"
+                                Maximum="1"
+                                SmallChange="0.01"
+                                LargeChange="0.1"
+                                TickFrequency="0.05"
+                                IsSnapToTickEnabled="False"
+                                Value="{Binding Selected.IdentityThreshold, Mode=TwoWay}"/>
+
+                        <TextBlock Text="{Binding Selected.IdentityThreshold, StringFormat='0.00'}"
+                                   FontSize="10"
+                                   HorizontalAlignment="Right"/>
+                    </StackPanel>
+                </StackPanel>
 
                 <!-- DetectAbove -->
                 <StackPanel Orientation="Horizontal" Spacing="8">
diff --git a/Splitter-UI/Views/MainWindow.axaml b/Splitter-UI/Views/MainWindow.axaml
index 3e07b53..4b6aa46 100644
--- a/Splitter-UI/Views/MainWindow.axaml
+++ b/Splitter-UI/Views/MainWindow.axaml
@@ -47,6 +47,10 @@
 
         </Grid>
 
+        <Grid ColumnDefinitions="*"
+              IsVisible="{Binding TransformMode}">
+            <views:ProgressView DataContext="{Binding Progress}"/>
+        </Grid>
 
     </DockPanel>
 </Window>
diff --git a/splitter-cli/SingleJob.cs b/splitter-cli/SingleJob.cs
index f4d3238..9762e9c 100644
--- a/splitter-cli/SingleJob.cs
+++ b/splitter-cli/SingleJob.cs
@@ -49,6 +49,10 @@ public class SingleJob
     /// </summary>
     public float                      ScoreThreshold         { get; set; } = 0.25f;
     /// <summary>
+    /// Identity matching confidence threshold. This is a value between 0.0 and 1.0 that sets the minimum confidence
+    /// </summary>
+    public float                      IdentityThreshold      { get; set; } = 0.25f;
+    /// <summary>
     /// Face or human detectors should only report detections if their upper bound starts below this threshold. 
     /// This is a value between 0.0 and 1.0 mapped to 0..Height.
     /// </summary>
@@ -144,6 +148,7 @@ public class SingleJob
         target.Debug                  = Debug;
         target.Detect                 = Detect;
         target.ScoreThreshold         = ScoreThreshold;
+        target.IdentityThreshold      = IdentityThreshold;
         target.DetectAbove            = DetectAbove;
         target.DetectId               = DetectId;
         target.OverrideTargetDuration = OverrideTargetDuration;
diff --git a/splitter-cli/algo/IdentityCache.cs b/splitter-cli/algo/IdentityCache.cs
index c3c692f..4444afe 100644
--- a/splitter-cli/algo/IdentityCache.cs
+++ b/splitter-cli/algo/IdentityCache.cs
@@ -9,17 +9,16 @@ public sealed class IdentityCache
     private sealed class Identity
     {
         public ulong Id;
-        public float[] Embedding; // EMA
+        public float[] Embedding = null!; // EMA
         public int Samples;
     }
 
     private readonly List<Identity> _ids = new();
     private ulong _nextId = 1;
 
-    private const float Threshold = 0.35f; // good for OSNet
-    private const float EmaAlpha = 0.2f;
+    private const float _emaAlpha = 0.2f;
 
-    public ulong ResolveId(float[] embedding)
+    public ulong ResolveId(float[] embedding, float threshold)
     {
         if (_ids.Count == 0)
             return CreateNew(embedding);
@@ -37,7 +36,7 @@ public sealed class IdentityCache
             }
         }
 
-        if (bestDist <= Threshold)
+        if (bestDist <= threshold)
         {
             UpdateEma(_ids[bestIndex].Embedding, embedding);
             _ids[bestIndex].Samples++;
@@ -73,6 +72,6 @@ public sealed class IdentityCache
     private static void UpdateEma(float[] ema, float[] v)
     {
         for (int i = 0; i < ema.Length; i++)
-            ema[i] = ema[i] * (1 - EmaAlpha) + v[i] * EmaAlpha;
+            ema[i] = ema[i] * (1 - _emaAlpha) + v[i] * _emaAlpha;
     }
 }
diff --git a/splitter-cli/algo/ObjectTracker.cs b/splitter-cli/algo/ObjectTracker.cs
index 12cb151..abca19e 100644
--- a/splitter-cli/algo/ObjectTracker.cs
+++ b/splitter-cli/algo/ObjectTracker.cs
@@ -26,7 +26,7 @@ public class ObjectTracker(IObjectDetector _detector, IEmbeddingExtractor _embed
             rect.Height = Math.Clamp(rect.Height, 1, frameMat.Height - rect.Y);
 
             var embedding = _embeddingExtractor.Extract(frameMat, rect).ToArray(); // make a copy of the embedding array
-            p.Id = _identityCache.ResolveId(embedding);
+            p.Id = _identityCache.ResolveId(embedding, job.Job.IdentityThreshold);
 
             objects[i] = p;
         }