diff --git a/src/Avalonia.Base/Input/PointerEventArgs.cs b/src/Avalonia.Base/Input/PointerEventArgs.cs
index 5cc572198a..d54d0be903 100644
--- a/src/Avalonia.Base/Input/PointerEventArgs.cs
+++ b/src/Avalonia.Base/Input/PointerEventArgs.cs
@@ -66,6 +66,7 @@ namespace Avalonia.Input
             if (relativeTo == null)
                 return pt;
 
+            // If relativeTo visual is from another visual tree and possibly window, translate position first.
             var pointRootVisual = _rootVisual;
             if (relativeTo.VisualRoot is { } root
                 && _rootVisual != root)
diff --git a/src/Avalonia.Base/Input/PointerOverPreProcessor.cs b/src/Avalonia.Base/Input/PointerOverPreProcessor.cs
index 2ebf01bcf6..e367f9f74f 100644
--- a/src/Avalonia.Base/Input/PointerOverPreProcessor.cs
+++ b/src/Avalonia.Base/Input/PointerOverPreProcessor.cs
@@ -68,27 +68,29 @@ namespace Avalonia.Input
 
                 if (dirtyRect.Contains(clientPoint))
                 {
-                    SetPointerOver(pointer, _inputRoot, _inputRoot.InputHitTest(clientPoint), 0, clientPoint, PointerPointProperties.None, KeyModifiers.None);
+                    var element = pointer.Captured ?? _inputRoot.InputHitTest(clientPoint);
+                    SetPointerOver(pointer, _inputRoot, element, 0, clientPoint, PointerPointProperties.None, KeyModifiers.None);
                 }
                 else if (!_inputRoot.Bounds.Contains(clientPoint))
                 {
-                    ClearPointerOver(pointer, _inputRoot, 0, new Point(-1, -1), PointerPointProperties.None, KeyModifiers.None);
+                    ClearPointerOver(pointer, _inputRoot, 0, clientPoint, PointerPointProperties.None, KeyModifiers.None);
                 }
             }
         }
 
         private void ClearPointerOver()
         {
-            if (_lastPointer is (var pointer, var _))
+            if (_lastPointer is (var pointer, var position))
             {
-                ClearPointerOver(pointer, _inputRoot, 0, new Point(-1, -1), PointerPointProperties.None, KeyModifiers.None);
+                var clientPoint = _inputRoot.PointToClient(position);
+                ClearPointerOver(pointer, _inputRoot, 0, clientPoint, PointerPointProperties.None, KeyModifiers.None);
             }
             _lastPointer = null;
             _lastActivePointerDevice = null;
         }
 
         private void ClearPointerOver(IPointer pointer, IInputRoot root,
-            ulong timestamp, Point position, PointerPointProperties properties, KeyModifiers inputModifiers)
+            ulong timestamp, Point? position, PointerPointProperties properties, KeyModifiers inputModifiers)
         {
             var element = root.PointerOverElement;
             if (element is null)
@@ -96,11 +98,10 @@ namespace Avalonia.Input
                 return;
             }
 
-            // Do not pass rootVisual, when we have unknown (negative) position,
+            // Do not pass rootVisual, when we have unknown position,
             // so GetPosition won't return invalid values.
-            var hasPosition = position.X >= 0 && position.Y >= 0;
             var e = new PointerEventArgs(InputElement.PointerExitedEvent, element, pointer,
-                hasPosition ? root : null, hasPosition ? position : default,
+                position.HasValue ? root : null, position.HasValue ? position.Value : default,
                 timestamp, properties, inputModifiers);
 
             if (element != null && !element.IsAttachedToVisualTree)
diff --git a/tests/Avalonia.Base.UnitTests/Input/PointerOverTests.cs b/tests/Avalonia.Base.UnitTests/Input/PointerOverTests.cs
index a83b176484..1ac50446c0 100644
--- a/tests/Avalonia.Base.UnitTests/Input/PointerOverTests.cs
+++ b/tests/Avalonia.Base.UnitTests/Input/PointerOverTests.cs
@@ -356,20 +356,28 @@ namespace Avalonia.Base.UnitTests.Input
             var impl = CreateTopLevelImplMock(renderer.Object);
 
             var invalidateRect = new Rect(0, 0, 15, 15);
+            var lastClientPosition = new Point(1, 5);
+
+            var result = new List<(object?, string, Point)>();
+            void HandleEvent(object? sender, PointerEventArgs e)
+            {
+                result.Add((sender, e.RoutedEvent!.Name, e.GetPosition(null)));
+            }
 
             Canvas canvas;
 
-            var root = CreateInputRoot(impl.Object, new Panel
+            var root = (Window)CreateInputRoot(impl.Object, new Panel
             {
                 Children =
                 {
                     (canvas = new Canvas())
                 }
             });
+            AddEnteredExitedHandlers(HandleEvent, root, canvas);
 
             // Let input know about latest device.
             SetHit(renderer, canvas);
-            impl.Object.Input!(CreateRawPointerMovedArgs(deviceMock.Object, root));
+            impl.Object.Input!(CreateRawPointerMovedArgs(deviceMock.Object, root, lastClientPosition));
             Assert.True(canvas.IsPointerOver);
 
             SetHit(renderer, canvas);
@@ -380,6 +388,52 @@ namespace Avalonia.Base.UnitTests.Input
             SetHit(renderer, null);
             renderer.Raise(r => r.SceneInvalidated += null, new SceneInvalidatedEventArgs((IRenderRoot)root, invalidateRect));
             Assert.False(canvas.IsPointerOver);
+
+            Assert.Equal(
+                new[]
+                {
+                    ((object?)canvas, nameof(InputElement.PointerEntered), lastClientPosition),
+                    (root, nameof(InputElement.PointerEntered), lastClientPosition),
+                    (canvas, nameof(InputElement.PointerExited), lastClientPosition),
+                    (root, nameof(InputElement.PointerExited), lastClientPosition),
+                },
+                result);
+        }
+
+        [Fact]
+        public void PointerOver_Invalidation_Should_Use_Previously_Captured_Element()
+        {
+            using var app = UnitTestApplication.Start(new TestServices(inputManager: new InputManager()));
+
+            var renderer = new Mock<IRenderer>();
+            var deviceMock = CreatePointerDeviceMock();
+            var impl = CreateTopLevelImplMock(renderer.Object);
+
+            var invalidateRect = new Rect(0, 0, 15, 15);
+
+            Canvas canvas1, canvas2;
+
+            var root = CreateInputRoot(impl.Object, new Panel
+            {
+                Children =
+                {
+                    (canvas1 = new Canvas()),
+                    (canvas2 = new Canvas())
+                }
+            });
+
+            canvas1.PointerMoved += (s, a) => a.Pointer.Capture(canvas1);
+
+            // Let input know about latest device.
+            SetHit(renderer, canvas1);
+            impl.Object.Input!(CreateRawPointerMovedArgs(deviceMock.Object, root));
+            Assert.True(canvas1.IsPointerOver);
+            Assert.False(canvas2.IsPointerOver);
+
+            SetHit(renderer, canvas2);
+            renderer.Raise(r => r.SceneInvalidated += null, new SceneInvalidatedEventArgs((IRenderRoot)root, invalidateRect));
+            Assert.False(canvas1.IsPointerOver);
+            Assert.True(canvas2.IsPointerOver);
         }
 
         // https://github.com/AvaloniaUI/Avalonia/issues/7748
diff --git a/tests/Avalonia.Base.UnitTests/Input/PointerTests.cs b/tests/Avalonia.Base.UnitTests/Input/PointerTests.cs
index e25ef0a9b8..0bd23d64a9 100644
--- a/tests/Avalonia.Base.UnitTests/Input/PointerTests.cs
+++ b/tests/Avalonia.Base.UnitTests/Input/PointerTests.cs
@@ -8,7 +8,7 @@ using Xunit;
 
 namespace Avalonia.Base.UnitTests.Input
 {
-    public class PointerTests
+    public class PointerTests : PointerTestsBase
     {
         [Fact]
         public void On_Capture_Transfer_PointerCaptureLost_Should_Propagate_Up_To_The_Common_Parent()