video-edit-planner-skill/references/spot-verification-workflow.md

Spot-Verification Workflow

When verifying ASR transcript claims against actual video visuals, use this lightweight protocol instead of full clip extraction.

When to use

• You have a transcript with timestamps and need to confirm what's visually happening at specific moments.
• You need to upgrade/downgrade segment priority based on visual evidence.
• You want to check whether a transcript-claimed event (combat, item discovery, character death, etc.) actually has corresponding on-screen visuals.

Procedure

1. Extract frames at ASR-mentioned timestamps. For each key transcript claim, extract a single frame:

   ffmpeg -y -ss <TIMESTAMP_IN_SECONDS> -i <VIDEO_PATH> -frames:v 1 -q:v 3 <VIDEO_DIR>/<video_stem>_frames/verify_<MM_SS>.jpg
   

   Use -ss before -i for fast keyframe seeking. This takes <1s per frame.

   Important: Save frames to the video file's directory, never to /tmp/ or other temporary paths.

2. Send frames to vision analysis with targeted questions. For each frame, ask about the specific transcript claim:

   • "The transcript says 'X' at this time. Can you see X happening?"
   • "Is there a boss/enemy visible? Is combat happening?"
   • "Is there a [specific item/UI] visible?"

3. Handle timestamp discrepancies. If the frame doesn't match the transcript claim:

   • Try ±5–10 seconds around the timestamp.
   • ASR timestamps can lag or lead the visual event by several seconds.
   • If still no match after ±10s, the claim may be about off-screen action or voice-only commentary.

4. Record verification results. For each verified segment, note:

   • Confirmed: visual matches transcript claim → keep or upgrade priority
   • Discrepancy: visual differs from transcript (e.g., menu open instead of combat) → downgrade or reclassify
   • Not found: no visual evidence for the claimed content → mark as "voice-only" or "needs manual check in NLE"

5. Distinguish in the edit plan. Label each segment as:

   • Visually confirmed — frames show the claimed content
   • Transcript-grounded — only ASR evidence; visual not yet checked
   • Needs manual check — frames inconclusive; must be verified in the NLE

Verification table template

ASR timestamp	Transcript claim	Frame result	Verification
MM:SS	Brief description of what transcript says	Description of what frame shows	Confirmed / Discrepancy / Not found
MM:SS	...	...	...

Key lessons

• ASR segment start/end are in milliseconds, not seconds. Convert before filtering.
• ASR proper nouns are phonetic hints, not authoritative labels. Verify names against on-screen UI.
• ASR timestamps can be off by 5–12 seconds from the visual event. Always try ±5–10 seconds before concluding a claim is wrong.
• A transcript claiming an action is happening does not guarantee the action is visible on screen — the player may be in a menu, or the action may have happened off-screen or earlier.