Keeps a speaking subject and small hand gestures intact while removing the room background.
What was measured
Motion handling
Does quality degrade when the subject moves quickly, gestures, or leans?
decisive for this rankingtransformation
A video-background tool has to keep working when the subject moves; failure here means the core effect breaks down. (3 of 3 judges)
What was given, what came back
Test input: Indoor Talking Head · video · group: remove-or-replace-video-backgrounds-using-ai
Input — what we sent
Indoor Talking Head
An indoor talking-head video of a person speaking directly to the camera with a static background, natural hand gestures, and facial expressions. It was used to test how well tools preserve the subject while replacing an indoor background.
Why this input is hard
- · Static camera performance
- · Face and body segmentation
- · Facial expression preservation
- · Background replacement accuracy in an indoor environment
Output — unretouched
Also checked on this input — same tool, 4 other criteria
Edge quality⚠ StruggledCuts the sleeves inconsistently at the frame boundary, so left and right sleeve edges do not line up across timestamps.Hair and fine detail⚠ StruggledOver-smooths the hairline, leaving a simplified boundary that persists across frames.Output resolution⚠ StruggledDownscales the roughly 2160×3840 source to 360×640 and truncates a 15.35s clip to 5.021s.Temporal consistency⚠ StruggledThe crop window drifts between frames, with headroom changing from about 5px to 31px and side margins widening from 9/17px to 33/45px.
Provenance
- Observation
- 913caf78-736d-4075-b34d-9db010f9e131
- Evidence run
- 10155228-7ce8-438a-a210-547331ef080b
- Study
- Remove or Replace Video Backgrounds Using AI
- Research task
- 86ba42c2d
- Tested at
- not recorded
- Source
- first-party
- Evidence state
- verified
- Proof shown
- input + output shown
- Cost / latency
- not captured
- Repeat run
- not captured
- Tester
- not captured
The last three rows are honest blanks, not placeholders — our capture has no field for them yet.
Query this
get_evidence({
tool: "cutout-pro",
scenario: "remove-or-replace-video-backgrounds-using-ai"
})MCP · mcp.aidemos.com/api/mcp
Free with attribution.
Same input, same check — 2 other tools
measured on Motion handling
This evidence is published in
Real inputs and real outputs, no retouching · every cell queryable via API & MCP · aidemos.com