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AI Media Quality Review

Automate
Predict
AI Vision QC tool highlighting temporal artifacts in a generated video sequence

An automatic quality check for images and video made by AI.

AIGC Vision QC is a desktop app for teams that make AI short dramas, animation and ads. You choose a project folder. It checks every storyboard image and video clip. A storyboard is the set of pictures that plans each shot. Then it writes one report with a clear verdict: PASS, NEEDS REVIEW or FAIL.

It looks for the problems that waste the most time in AI production. A character's face changes between shots. A clip flickers or jumps suddenly. A clip doesn't start from the approved storyboard frame. A shot's look drifts away from the rest of the project. Or a storyboard shot has no clip yet.

Each run also writes a signed record of every file. Each file gets a fingerprint, a unique code worked out from its content. The whole project gets one too. The record also includes any creation data the files carry. Teams can keep it as evidence of their creative process. For example, it can support an AIGC copyright application.

Screenshots

QC report verdict banner showing FAIL with per-check score bars

The verdict at the top of the report. This test project fails because its shots don't share one style.

Report section listing video clips by shot, with a storyboard-to-clip mismatch warning

Clips listed by shot. At the bottom, the report flags a storyboard shot that has no video yet.

  • One clear verdict

    Each check gets a score. The scores are combined into PASS, NEEDS REVIEW or FAIL. Critical checks each have a minimum score. If one falls below it, the project fails, no matter how good the average is.

  • Same face in every shot

    Add reference photos of each character once. The app then checks whether each image and clip shows the right character. It also checks whether the face changes partway through a clip.

  • Flicker and jump detection

    Finds flicker from one frame to the next. A frame is one of the still pictures that make up a video. It also finds sudden jumps or unsteady motion inside a clip.

  • Matches the storyboard

    Compares the first frame of each clip with its approved storyboard image. Flags shots whose style drifts from the project. Lists storyboard shots that have no clip.

  • Presets for each kind of job

    Presets are ready-made settings, such as film or product ad. They decide which checks run and how much each one counts. You can adjust every weight and minimum score in settings.

  • Bilingual report

    The app and the HTML report (a web page file) switch between Chinese and English with one click.

  • Only grades what you delivered

    Say an ad has no storyboard. It does not lose points for missing storyboard checks. Those checks are skipped. The report says exactly what was checked and what wasn't. Turning checks off by hand does not make a project pass.

  • Large batches without starting over

    You can stop a run at any time. The next run picks up where it left off. One broken file does not stop the rest.

  • A record you can verify

    The signed record explains the method used to build it. So anyone can work out the fingerprints again and confirm the files were not changed. It reports only what each file says about itself. It never guesses.

  • Runs on your own machine

    Checks run on your own computer. They use the graphics card when there is one. If the graphics card runs out of memory, the app switches to the main processor. It marks that check in the report instead of crashing.

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