diff --git a/public/js/exhibit.js b/public/js/exhibit.js
index 1e5e451..75b301e 100644
--- a/public/js/exhibit.js
+++ b/public/js/exhibit.js
@@ -13,6 +13,16 @@ import { ExhibitNet, installErrorReporter } from './net.js';
 import { renderMarkdown } from './md.js';
 
 const $ = (s) => document.querySelector(s);
+
+/* The fused pose is a camera-in-world transform in OpenCV convention
+ * (+X right, +Y DOWN, +Z FORWARD along the view axis). A Three.js camera uses
+ * OpenGL convention (+X right, +Y UP, looks down LOCAL -Z). The two differ by a
+ * 180° rotation about the camera's local X axis. Without this the world renders
+ * upside-down and back-to-front (camera appears inverted) even though the pose
+ * position and scene orientation are correct. Applied after copying the fused
+ * quaternion each frame. */
+const CV_TO_GL = new THREE.Quaternion().setFromAxisAngle(new THREE.Vector3(1, 0, 0), Math.PI);
+
 let info = { mode: 'dev' };
 let scene3, camera3, renderer, video, canvas2d, ctx2d;
 let detector, poseEst, fuser;
@@ -207,7 +217,8 @@ function loop(t) {
       const fused = fuser.fuse(estimates);
       if (fused) {
         camera3.position.copy(fused.position);
-        camera3.quaternion.copy(fused.quaternion);
+        // convert OpenCV camera frame -> Three.js (OpenGL) camera frame
+        camera3.quaternion.copy(fused.quaternion).multiply(CV_TO_GL);
       }
     }
   }