DreamOmni2 handles instruction-based image edits with multiple reference images. This post runs 6 before/after edits and shows the raw outputs.
Model
Test rules
- Each test uses 1 to 3 input images.
- One output per prompt.
- Outputs are published as-is. No manual retouching.
Before and after edits (6 tests)
Edit 1: outfit transfer
Inputs:


Output:

Quick take: clothing transfers look clean when the prompt locks the face and background.
Edit 2: two-person scene composition
Inputs:


Output:

Quick take: multi-subject merges work best when the action stays simple and the environment stays realistic.
Edit 3: pattern transfer onto a car
Inputs:


Output:

Quick take: pattern transfers can hold up well when the prompt also asks for realistic reflections.
Edit 4: cat and dog in one scene
Inputs:


Output:

Quick take: animal edges and fur detail can drift first. Check paws, whiskers, and seat contact shadows.
Edit 5: style transfer between two images
Inputs:


Output:

Quick take: style transfers look best when the prompt locks composition and only moves texture and color.
Edit 6: background replacement on a single image
Input:

Output:

Quick take: background swaps need careful checks on ground contact, shadows, and perspective lines.