diff --git a/apps/computer-vision/components/BoundingBoxes.tsx b/apps/computer-vision/components/BoundingBoxes.tsx
new file mode 100644
index 0000000000..0c1e41c261
--- /dev/null
+++ b/apps/computer-vision/components/BoundingBoxes.tsx
@@ -0,0 +1,90 @@
+import React from 'react';
+import { StyleSheet, Text, View } from 'react-native';
+import { Detection, LabelEnum } from 'react-native-executorch';
+import { labelColor, labelColorBg } from './utils/colors';
+
+interface Props<L extends LabelEnum> {
+  detections: Detection<L>[];
+  scaleX: number;
+  scaleY: number;
+  offsetX: number;
+  offsetY: number;
+  mirrorLabels?: boolean;
+  containerWidth?: number;
+}
+
+export default function BoundingBoxes<L extends LabelEnum>({
+  detections,
+  scaleX,
+  scaleY,
+  offsetX,
+  offsetY,
+  mirrorLabels = false,
+  containerWidth,
+}: Props<L>) {
+  return (
+    <>
+      {detections.map((det, i) => {
+        const left = det.bbox.x1 * scaleX + offsetX;
+        const top = det.bbox.y1 * scaleY + offsetY;
+        const width = (det.bbox.x2 - det.bbox.x1) * scaleX;
+        const height = (det.bbox.y2 - det.bbox.y1) * scaleY;
+        const labelTop = top < 26 ? top + height + 2 : top - 26;
+
+        return (
+          <React.Fragment key={i}>
+            <View
+              style={[
+                styles.bbox,
+                {
+                  left,
+                  top,
+                  width,
+                  height,
+                  borderColor: labelColor(det.label as string),
+                },
+              ]}
+            />
+            <View
+              style={[
+                styles.label,
+                {
+                  left,
+                  top: labelTop,
+                  backgroundColor: labelColorBg(det.label as string),
+                  ...(containerWidth !== undefined && {
+                    maxWidth: containerWidth - left,
+                  }),
+                },
+                mirrorLabels && { transform: [{ scaleX: -1 }] },
+              ]}
+            >
+              <Text style={styles.labelText} numberOfLines={1}>
+                {String(det.label)} ({(det.score * 100).toFixed(1)}%)
+              </Text>
+            </View>
+          </React.Fragment>
+        );
+      })}
+    </>
+  );
+}
+
+const styles = StyleSheet.create({
+  bbox: {
+    position: 'absolute',
+    borderWidth: 2,
+    borderRadius: 4,
+  },
+  label: {
+    position: 'absolute',
+    paddingHorizontal: 6,
+    paddingVertical: 2,
+    borderRadius: 4,
+  },
+  labelText: {
+    color: 'white',
+    fontSize: 11,
+    fontWeight: '600',
+  },
+});
diff --git a/apps/computer-vision/components/ImageWithBboxes.tsx b/apps/computer-vision/components/ImageWithBboxes.tsx
index 65d345d6cb..9b13f314c6 100644
--- a/apps/computer-vision/components/ImageWithBboxes.tsx
+++ b/apps/computer-vision/components/ImageWithBboxes.tsx
@@ -1,6 +1,7 @@
 import React from 'react';
-import { Image, StyleSheet, View, Text } from 'react-native';
+import { Image, StyleSheet, View } from 'react-native';
 import { Detection } from 'react-native-executorch';
+import BoundingBoxes from './BoundingBoxes';
 
 interface Props {
   imageUri: string;
@@ -21,7 +22,7 @@ export default function ImageWithBboxes({
     const imageRatio = imageWidth / imageHeight;
     const layoutRatio = layout.width / layout.height;
 
-    let sx, sy; // Scale in x and y directions
+    let sx, sy;
     if (imageRatio > layoutRatio) {
       // image is more "wide"
       sx = layout.width / imageWidth;
@@ -35,11 +36,13 @@ export default function ImageWithBboxes({
     return {
       scaleX: sx,
       scaleY: sy,
-      offsetX: (layout.width - imageWidth * sx) / 2, // Centering the image horizontally
-      offsetY: (layout.height - imageHeight * sy) / 2, // Centering the image vertically
+      offsetX: (layout.width - imageWidth * sx) / 2,
+      offsetY: (layout.height - imageHeight * sy) / 2,
     };
   };
 
+  const { scaleX, scaleY, offsetX, offsetY } = calculateAdjustedDimensions();
+
   return (
     <View
       style={styles.container}
@@ -57,24 +60,14 @@ export default function ImageWithBboxes({
             : require('../assets/icons/executorch_logo.png')
         }
       />
-      {detections.map((detection, index) => {
-        const { scaleX, scaleY, offsetX, offsetY } =
-          calculateAdjustedDimensions();
-        const { x1, y1, x2, y2 } = detection.bbox;
-
-        const left = x1 * scaleX + offsetX;
-        const top = y1 * scaleY + offsetY;
-        const width = (x2 - x1) * scaleX;
-        const height = (y2 - y1) * scaleY;
-
-        return (
-          <View key={index} style={[styles.bbox, { left, top, width, height }]}>
-            <Text style={styles.label}>
-              {detection.label} ({(detection.score * 100).toFixed(1)}%)
-            </Text>
-          </View>
-        );
-      })}
+      <BoundingBoxes
+        detections={detections}
+        scaleX={scaleX}
+        scaleY={scaleY}
+        offsetX={offsetX}
+        offsetY={offsetY}
+        containerWidth={layout.width}
+      />
     </View>
   );
 }
@@ -89,19 +82,4 @@ const styles = StyleSheet.create({
     width: '100%',
     height: '100%',
   },
-  bbox: {
-    position: 'absolute',
-    borderWidth: 2,
-    borderColor: 'red',
-  },
-  label: {
-    position: 'absolute',
-    top: -20,
-    left: 0,
-    backgroundColor: 'rgba(255, 0, 0, 0.7)',
-    color: 'white',
-    fontSize: 12,
-    paddingHorizontal: 4,
-    borderRadius: 4,
-  },
 });
diff --git a/apps/computer-vision/components/vision_camera/utils/colors.ts b/apps/computer-vision/components/utils/colors.ts
similarity index 100%
rename from apps/computer-vision/components/vision_camera/utils/colors.ts
rename to apps/computer-vision/components/utils/colors.ts
diff --git a/apps/computer-vision/components/vision_camera/tasks/InstanceSegmentationTask.tsx b/apps/computer-vision/components/vision_camera/tasks/InstanceSegmentationTask.tsx
index 829dfb2abe..e68b515946 100644
--- a/apps/computer-vision/components/vision_camera/tasks/InstanceSegmentationTask.tsx
+++ b/apps/computer-vision/components/vision_camera/tasks/InstanceSegmentationTask.tsx
@@ -11,7 +11,7 @@ import {
   CocoLabelYolo,
 } from 'react-native-executorch';
 import { Canvas, Image as SkiaImage } from '@shopify/react-native-skia';
-import { labelColor, labelColorBg } from '../utils/colors';
+import { labelColor, labelColorBg } from '../../utils/colors';
 import { TaskProps } from './types';
 import {
   buildDisplayInstances,
diff --git a/apps/computer-vision/components/vision_camera/tasks/ObjectDetectionTask.tsx b/apps/computer-vision/components/vision_camera/tasks/ObjectDetectionTask.tsx
index 0ac5ef4af4..deb5368c90 100644
--- a/apps/computer-vision/components/vision_camera/tasks/ObjectDetectionTask.tsx
+++ b/apps/computer-vision/components/vision_camera/tasks/ObjectDetectionTask.tsx
@@ -1,5 +1,5 @@
 import React, { useCallback, useEffect, useRef, useState } from 'react';
-import { StyleSheet, Text, View } from 'react-native';
+import { StyleSheet, View } from 'react-native';
 import { Frame, useFrameOutput } from 'react-native-vision-camera';
 import { scheduleOnRN } from 'react-native-worklets';
 import {
@@ -8,7 +8,7 @@ import {
   SSDLITE_320_MOBILENET_V3_LARGE,
   useObjectDetection,
 } from 'react-native-executorch';
-import { labelColor, labelColorBg } from '../utils/colors';
+import BoundingBoxes from '../../BoundingBoxes';
 import { TaskProps } from './types';
 
 type ObjModelId = 'objectDetectionSsdlite' | 'objectDetectionRfdetr';
@@ -122,56 +122,14 @@ export default function ObjectDetectionTask({
 
   return (
     <View style={[StyleSheet.absoluteFill]} pointerEvents="none">
-      {detections.map((det, i) => {
-        const left = det.bbox.x1 * scale + offsetX;
-        const top = det.bbox.y1 * scale + offsetY;
-        const w = (det.bbox.x2 - det.bbox.x1) * scale;
-        const h = (det.bbox.y2 - det.bbox.y1) * scale;
-        return (
-          <View
-            key={i}
-            style={[
-              styles.bbox,
-              {
-                left,
-                top,
-                width: w,
-                height: h,
-                borderColor: labelColor(det.label),
-              },
-            ]}
-          >
-            <View
-              style={[
-                styles.bboxLabel,
-                { backgroundColor: labelColorBg(det.label) },
-              ]}
-            >
-              <Text style={styles.bboxLabelText}>
-                {det.label} {(det.score * 100).toFixed(1)}
-              </Text>
-            </View>
-          </View>
-        );
-      })}
+      <BoundingBoxes
+        detections={detections}
+        scaleX={scale}
+        scaleY={scale}
+        offsetX={offsetX}
+        offsetY={offsetY}
+        containerWidth={canvasSize.width}
+      />
     </View>
   );
 }
-
-const styles = StyleSheet.create({
-  bbox: {
-    position: 'absolute',
-    borderWidth: 2,
-    borderColor: 'cyan',
-    borderRadius: 4,
-  },
-  bboxLabel: {
-    position: 'absolute',
-    top: -22,
-    left: -2,
-    paddingHorizontal: 6,
-    paddingVertical: 2,
-    borderRadius: 4,
-  },
-  bboxLabelText: { color: 'white', fontSize: 11, fontWeight: '600' },
-});
diff --git a/apps/computer-vision/components/vision_camera/tasks/SegmentationTask.tsx b/apps/computer-vision/components/vision_camera/tasks/SegmentationTask.tsx
index 5bdd33b8f1..31dcea51da 100644
--- a/apps/computer-vision/components/vision_camera/tasks/SegmentationTask.tsx
+++ b/apps/computer-vision/components/vision_camera/tasks/SegmentationTask.tsx
@@ -20,7 +20,7 @@ import {
   Skia,
   SkImage,
 } from '@shopify/react-native-skia';
-import { CLASS_COLORS } from '../utils/colors';
+import { CLASS_COLORS } from '../../utils/colors';
 import { TaskProps } from './types';
 
 type SegModelId =