Before After

DreamOmni2: 6 Before/After Image Edits

DreamOmni2: 6 Before/After Image Edits

DreamOmni2: 6 Before/After Image Edits

DreamOmni2 is an image editing model. It takes one or more reference images and a short instruction. The tests below focus on practical multi-image edits: outfit swap, scene composition, pattern transfer, and style transfer.

Model link

Settings used

  • Inference steps: 25
  • Guidance scale: 3.5

1) Outfit swap (two images)

Inputs Output
Input image 1 for outfit swap
Input A
Input image 2 for outfit swap
Input B
DreamOmni2 output for outfit swap
Prompt: Replace the suit in the first image with the clothes in the second image.

This test checks identity and pose preservation. The hard part is keeping facial structure while changing clothing.

2) Two-character composition (two images)

Inputs Output
Input image 1 for two-character composition
Input A
Input image 2 for two-character composition
Input B
DreamOmni2 output for two-character handshake composition
Prompt: In the scene, the character from the first image stands on the left, and the character from the second image stands on the right. They are shaking hands against the backdrop of a spaceship interior.

Multi-subject composition usually fails on scale and perspective. A good result keeps lighting consistent across both subjects.

3) Pattern transfer (two images)

Inputs Output
Input image 1 for pattern transfer
Input A
Input image 2 for pattern transfer
Input B
DreamOmni2 output for car pattern transfer
Prompt: Make the car in the first image have the same pattern as the mouse in the second image.

This test checks texture mapping. Look for pattern stretch or inconsistent reflections on curved surfaces.

4) Merge subjects + match style (three images)

Inputs Output
Input image 1 for cat and dog merge
Input A
Input image 2 for cat and dog merge
Input B
Style reference input image for cat and dog merge
Style reference
DreamOmni2 output for cat and dog merge in car background
Prompt: The cat from Image 1 and the dog from Image 2 are sitting side by side, with the background inside a car. The style of the image is the same as in Image 3.

This is a hard merge test. It checks whether the model can keep two subjects clean while applying a third image style.

5) Style transfer (two images)

Inputs Output
Input image 1 for style transfer
Input A
Input image 2 for style transfer
Style reference
DreamOmni2 output for style transfer
Prompt: Replace the first image have the same image style as the second image.

Style transfer needs restraint. A usable edit keeps the original scene readable and only changes style cues.

6) Single-image local edit (one image)

Before After
Input car image for color and stripe edit
Before
DreamOmni2 output for car repaint and stripe edit
Prompt: Change the car paint to matte black and add a thin red racing stripe. Keep the scene and camera angle the same.

This test checks edge stability on a single object. Clean edits keep the background and reflections stable.

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