Find the frame.
Verify the failure.
Stress-test generated video against explicit object-count constraints. Review timestamped detector findings instead of confusing an anomaly with proof of a model defect.
Video workspace
Choose a local clip, or explore the synthetic test.
Drop an MP4 here or choose a file. This app does not upload your video.
MP4 / WebM recommended · browser decoding requiredRun the built-in, clearly labeled synthetic pillar example.
Video processing runs locally. The model is downloaded when first needed.
The video stays in your browser. The JavaScript detection library and model weights are fetched from external hosts; we send no video frames to a service.
What this analyzer does not know
No automatic defect verdict. A fourth detected person could be real video duplication—or a false detection.
No identity or ownership tracking. This version does not detect clothing swaps, suitcase handoffs, or persistent identities.
No hidden-object inference. A person disappearing behind a pillar is not scored as a failure.
No full physics judgment. Tool penetration, contact and mechanical plausibility require separate tests.