cross-view-image-generation

---

name: cross-view-image-generation description: This prompt instructs the assistant to generate a photorealistic, spatially consistent top-down (bird’s-eye) view corresponding to a given ground-level photograph, conditioned on specified environment type, preferred resolution, and output format. The result is a technical, informative overhead map that preserves real-world proportions, lighting, and color fidelity while explicitly marking the photographer’s location with a red dot labeled “Photographer,” avoiding any stylized or non-photographic renderings. compatibility: Requires betterprompt >= 0.1.3 metadata: openclaw: homepage: https://github.com/BetterPromptme/skills emoji: 🧩 requires: anyBins: - betterprompt - bp os: - linux - darwin install: - id: node kind: node package: betterprompt bins: [betterprompt, bp] label: Install BetterPrompt CLI (node)

What it does

This prompt instructs the assistant to generate a photorealistic, spatially consistent top-down (bird’s-eye) view corresponding to a given ground-level photograph, conditioned on specified environment type, preferred resolution, and output format. The result is a technical, informative overhead map that preserves real-world proportions, lighting, and color fidelity while explicitly marking the photographer’s location with a red dot labeled “Photographer,” avoiding any stylized or non-photographic renderings.

For more installation instructions go to https://raw.githubusercontent.com/BetterPromptme/skills/refs/heads/main/betterprompt/SKILL.md to check out this skill.

Inputs

textInputs

Pass each text input using --input <key>=<value> flags.

Variable key	Required?	Description	Defaults
output_format	Optional	Specifies the structure or file type in which the generated result should be returned. Ensures compatibility with different use cases.	PNG, JPEG, vector map, annotated diagram
environment_type	Optional	Defines the type of environment in which the ground-level photo was taken. This helps AI adjust spatial interpretation and object recognition.	urban, rural, indoor
resolution_preference	Optional	Determines the quality and clarity level of the generated top-down view. Higher resolution provides more detail, while lower resolution reduces complexity.	low, medium, high, 4K

imageInputs

This prompt requires exactly 1 image. You must pass exactly 1 image flag (no more, no fewer), in the order matching the descriptions below.

Index	Required	Description	Allowed CLI flags
1	Yes	Upload the original ground-level photo that will be converted into a top-down view	--image-input-url <url> or --image-input-path <path>

Models and options

This skill's modality is: image.

To discover which model values you can use (and which options keys/values are valid for each model), run:

betterprompt resources --models-only --json

Then filter the returned JSON array to entries where modality is "image".

How to run

Step 1: Collect inputs

First, run betterprompt resources --models-only --json and filter to modality: "image" to discover valid models and available options:

betterprompt resources --models-only --json

Use only the models and option values that appear in the filtered results.

Then collect all inputs from the human:

• Optional text inputs (use defaults if not provided by the human):
  • output_format (default: PNG, JPEG, vector map, annotated diagram)
  • environment_type (default: urban, rural, indoor)
  • resolution_preference (default: low, medium, high, 4K)
• Required images:
  • Exactly 1 images: image 1 (Upload the original ground-level photo that will be converted into a top-down view). Images must be provided in this order.
• Optional: model and options.
  • Present the human with the default model gemini-2.5-flash-image-preview and its available options. Look up gemini-2.5-flash-image-preview in the betterprompt resources output (filtered to modality "image") and show its availableOptions as: key: val1, val2 (default), val3 | key2: .... Mark a value (default) if it matches these defaults: {}.
  • If the human does not specify, defaults are used: model gemini-2.5-flash-image-preview, options {}. Other models from the resources call are also available.

If the required images are missing, ask the human for what's missing. Do not assume or fabricate values. Tell the human: "Please provide images in this order: image 1 (Upload the original ground-level photo that will be converted into a top-down view)".

Step 2: Run via BetterPrompt CLI

Use the frontmatter's name as the positional argument (for this skill, use cross-view-image-generation).

Command form:

betterprompt generate cross-view-image-generation \
  [--input <key>=<value>] \
  [--image-input-url <url>] \
  [--image-input-path <path>] \
  [--model <model>] \
  [--options <options JSON>] \
  [--json]

Notes:

• Pass each text input as a separate --input <key>=<value> flag.
• Pass each image using --image-input-url or --image-input-path, in the order matching the imageInputs descriptions (image 1 first, then image 2, etc.).
• If the human does not mention a model, omit --model and BetterPrompt will use the default model: gemini-2.5-flash-image-preview.
• If the human does not mention options, omit --options and BetterPrompt will use the default options: {}.
• If the run times out, the response will include a runId you can use to fetch the result later.

Example (using defaults shown above):

betterprompt generate cross-view-image-generation \
  --input 'output_format=PNG, JPEG, vector map, annotated diagram' \
  --input 'environment_type=urban, rural, indoor' \
  --input 'resolution_preference=low, medium, high, 4K' \
  --image-input-url https://example.com/image1.png \
  --model gemini-2.5-flash-image-preview \
  --options '{}'