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Seedream V4.5
Cinematic images with consistent subjects across reference-based edits.
Rated by blind team votes and an AI judge
As of
Score 30 · #10 of 14 in Product photography
90% range 20–41
Score out of 100: how often people would pick this model's output over an average model's on the same tests. 50 is average.
How we score
On product photography: Wins 4 / Losses 12 / Ties 8 from 24 team votes, plus 5 AI judge scores.
Every model runs the same Glif tests. Team members see two outputs side by side without the model names and pick the one that better fits the test, or call it a tie. An AI judge also scores every output from 0 to 10.
A Bradley-Terry fit turns all those head-to-head results into one rating per model. Ties count as half a win, and each AI judge score counts as half a vote.
The score is the predicted chance people prefer this model's output to the average model's on the same board, so 50 is average. A board is one kind of task, like text-to-image. Scores only compare models on the same board.
The 90% range comes from resampling the votes and refitting many times. Overlapping ranges are close to a tie. A model ranks once it has 20 votes' worth of ratings on a board. Until then it shows no score, only how close it is.
Other boards
Character consistency: 47 · #11 of 15
Text-to-image: 31 · #11 of 14
Surgical image editing: 22 · #13 of 14
Brand and text rendering: Needs more ratings (15 of 20)
Image-to-image: Needs more ratings (3 of 20)
Multi-image reference: Needs more ratings (2 of 20)
Test outputs
Compare all modelsSeedream V4.5 in practice
What it does and when to use it.
Model summary
Seedream 4.5 generates and edits images from text and multiple reference images. It can use detailed prompts to guide scene layout, lighting, props, and consistency between variations. Some requests take longer to complete, and complex scenes can contain text errors. Precise graphic layouts may need further revision.
Capabilities
Text to image
Image editing
Multi image conditioning
Prompt following
Cinematic style
Photorealism
Composition and lighting
Subject consistency
Spatial layout realism
Detail and prop control
Pro creative workflows
Suggested use cases
- Cinematic text-to-image generation (ads, film stills, product hero shots)
- Image editing and re-styling with text instructions
- Multi-image guided generation (reference + prompt for consistency)
- Influencer/portrait lighting and high-end composition workflows
- Concept art and pre-visualization with realistic spatial relationships
- Industry/professional creative production where prompt adherence matters
More from the Seedream family
Explore other options from the same family.