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Topic added Oct 31, 2025

impage to prompt: prompt formula and examples

For “impage to prompt”, the prompt should convert an image into a faithful generation prompt while preserving visible structure and labeling uncertainty. Use observable instructions rather than praise words. The working formula is [visible inventory] + [spatial relationships] + [light/materials] + [camera/crop] + [faithful prompt]. Generate a short test, inspect the failed criterion, and revise only the corresponding variable.

Examples

Example outputs for this workflow

Each page shows one source image and one short sample video so you can quickly check what to expect before running.

Source: openverse_flickr

impage to prompt: prompt formula and examples example
Image sample from the web
Video sample from the web
Use a tool

Five workflows for this question

Key takeaways

Quick take

  • For “impage to prompt”, the prompt should convert an image into a faithful generation prompt while preserving visible structure and labeling uncertainty.
  • Use the same input to judge prompt adherence and subject and text accuracy.
  • Keep the page noindex until locale, intent, factual evidence, uniqueness, and Tool-link checks pass.

Prompt formula

For “impage to prompt”, the prompt should convert an image into a faithful generation prompt while preserving visible structure and labeling uncertainty. Use observable instructions rather than praise words. The working formula is [visible inventory] + [spatial relationships] + [light/materials] + [camera/crop] + [faithful prompt]. Generate a short test, inspect the failed criterion, and revise only the corresponding variable.

Formula: [visible inventory] + [spatial relationships] + [light/materials] + [camera/crop] + [faithful prompt]

Copyable starting prompts

Prompt 1

Turn the supplied image into a prompt using only visible evidence: subject attributes and counts, pose/action, foreground/background positions, palette, light direction, materials, camera angle, crop, and exact readable text.

Use example 1 as a starting structure.

Replace the subject, action, setting, and constraints with the real request.

Prompt 2

Return two blocks: a literal visual inventory and a compact generation prompt. Preserve object count, positions, proportions, palette, edge details, and lettering; mark identity, brand, location, and event as unknown unless visible.

Use example 2 as a starting structure.

Replace the subject, action, setting, and constraints with the real request.

Prompt 3

Compare this draft prompt with the source image: [draft]. Add omitted spatial or edge details, remove invented objects and claims, and keep optional style interpretation separate from the literal reconstruction.

Use example 3 as a starting structure.

Replace the subject, action, setting, and constraints with the real request.

How to revise a failed prompt

  1. If the subject changes, strengthen identity/reference constraints.
  2. If motion or composition is wrong, describe one observable action and one camera instruction.
  3. If artifacts appear, simplify the scene and reduce simultaneous changes.
FAQ
What is the first concrete action for “impage to prompt”?

Define the exact image output and its pass condition, then run the smallest representative test with Image To Prompt.

Why are five tools shown?

They cover different input and transformation paths. Choose by the job and capability, not by an unsupported universal ranking.

What information must not be guessed?

Do not guess current prices, credit limits, availability, release dates, live outages, benchmark scores, or product features.