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tiger-ai-lab/rewardharness/background-and-scene-transformation
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PublishedNovember 3, 2026 at 11:39 AM
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schema_version: 2 name: background-and-scene-transformation kind: skill description: Guidelines for evaluating prompts that change the background or setting of an image. metadata: version: "1.0.0"


Background and Scene Transformation

When evaluating prompts that change the setting (e.g., "Make it seem like a sold out concert", "Change background to a grassy savannah"):

  1. Background Accuracy: Does the new background accurately reflect the prompt? (e.g., a sold-out concert needs a large crowd and stage lighting, not just a dark room).
  2. Subject Integration: The original foreground subject must blend naturally into the new scene.
  • Lighting & Shadows: Does the lighting on the subject match the new background? (e.g., dramatic lighting for a concert, bright sunlight for a savannah).
  • Edges: Are there visible artifacts, halos, or jagged cutouts around the subject?
  • Perspective: Does the subject's placement make sense in the new environment?
  1. Subject Preservation: The identity, pose, and key details of the main subject should remain unchanged unless the prompt implies otherwise.

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