
Image editopenaigpt-image-2-image-to-image
GPT Image 2 (Edit)
OpenAI's GPT Image 2 in edit mode. Accepts one or more reference images plus an optional mask. Strong instruction-following for compositional edits.
GPT guideVerified
OpenAI's image lines. GPT Image 1.5 (text-to-image) and GPT Image 2 (text-to-image + image-to-image with up to 16 references) are the flagships. GPT-4o Image is the multimodal-chat variant.
About this variant
OpenAI's edit-with-references — up to 16 input images.
Strengths
- Best instruction-following + scene composition in our image catalog.
- GPT Image 2 accepts up to 16 reference images for style transfer / editing.
- Reliable for typography (better than Midjourney, behind Ideogram).
- Multimodal understanding — interprets reference images at semantic level, not just visual.
Weaknesses
- Premium pricing.
- Filters reject more prompts than competitors.
- Stylization is OK but not its strength.
Best for
- Complex scene composition with explicit positioning
- Brand-consistent work via reference packs (16 images)
- Diagrams, infographics, slides with text
Prompting tips
- Be explicit about subjects, positions, what's where.
- Long prompts work — GPT 2 supports up to 20,000 characters.
- Reference packs: include shots of the SAME subject from multiple angles for best consistency.
Parameters
- image_urlsarrayOne or more URLs of images to edit.
- mask_image_urlstringWhite areas indicate editable regions. Must match input dimensions.
- image_sizestringNo description.autosquare_hdlandscape_4_3portrait_4_3landscape_16_9portrait_16_9default: auto
- qualitystringNo description.lowmediumhighdefault: high
- num_imagesintNo description.default: 1range: 1 … 4
- output_formatstringNo description.jpegpngwebpdefault: png