GPT Image 2 360 Panorama Editor (Image-to-Image) + Seam Fix

Upload a panorama (or reference image) to fix seams, boost detail, and clean artifacts. Preview the result in an interactive 360 viewer.

GPT Image 2 360 Panorama EditorEdit a 360° panorama (image-to-image)
openai/gpt-image-2Image-to-imageViewer-optimized

Choose “Fix seam” to keep the original scene; choose “Enhance” to boost detail/style while staying 360°-compatible.

Upload an equirectangular panorama (best) or a reference image. To fix seams, upload the panorama you want to refine.

Auto-add 360 constraints
Helps reduce seams and keeps the horizon stable.
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360 Viewer

Drag to look around. Use your trackpad/mouse wheel to zoom. We auto-fit the image for smoother 360 viewing and downloads.

Add a prompt and generate an image to preview it here as a 360° panorama.
No edited result yet

Upload a reference image and run the editor to preview the result here as a 360° panorama.

Image-to-image prompt patterns (editor)

Use these prompts when refining an existing panorama. The editor auto-adds a 360 constraint suffix by default to reduce seam issues.

Seam fix (minimal changes)
Fix visible seams and edge discontinuities. Preserve the original scene composition. Keep left/right wrap-around edges consistent, stabilize the horizon, do not add text.
Detail boost (keep composition)
Increase detail and realism while preserving the original layout. Improve materials, lighting, and textures. Keep wrap-around edges consistent, avoid visible seams, no text.
Clean artifacts
Remove artifacts and distortions. Keep the scene coherent and natural. Maintain wrap-around edge consistency and stable horizon, no text.
Style match
Apply a cinematic realistic style while preserving geometry. Keep seam-free wrap-around edges and a stable horizon, no text.

360 panorama editor FAQ

Common questions about refining 360 panoramas with image-to-image.

What should I upload to edit a 360 panorama?
Upload an equirectangular panorama (best). You can also upload a reference image and ask the model to preserve the scene while making it 360-friendly.
How do I fix the left/right seam?
Use a seam-fix preset or prompt. Ask for "matching wrap-around edges" and avoid placing a single subject exactly on the seam.
Will image-to-image preserve composition better than text-to-image?
Usually yes. Image-to-image is better for refinement, seam fixes, and boosting detail while keeping the original layout.
What aspect ratio do I need for 360 viewing?
Most 360 viewers expect 2:1 equirectangular. If your edited result is not 2:1, you can still preview it in the viewer. For convenience, Download for 360 viewer exports a viewer-optimized file for broader player compatibility.