Seedream 4.5vs.OmniGen2

Which one is better?

In our own test, Seedream 4.5 leads. Neither is in the arena. Neither has an API price.

Test images

Same task, the first image of each. The task with the biggest difference is preselected.

Seedream 4.5: Typography and layout, first image from the fixed test run — Seedream 4.584 out of 100

OmniGen2: Typography and layout, first image from the fixed test run — OmniGen230 out of 100

Result for “Typography and layout”:Seedream 4.5 ahead

Prompt given to both modelsCreate a square editorial poster for an imaginary night train called MONDFALTER. Show the exact German headline MONDFALTER and the exact subline BERLIN NACH LISSABON. Use a restrained midnight-blue and warm-cream palette, one stylized moth, strong Swiss-grid typography, generous negative space, and no additional words or logos.

What the rating looks at: Legible text, hierarchy, and composition.

“Ahead”: better in all three rating rounds. “Slightly ahead”: a higher value, but not in every round.

Test protocol of the images

Each test attempt uses the same archived prompt and one request. The first output of that attempt counts. Repeats after technical test failures are disclosed for the affected images. Files are normalized to 1,024 × 1,024 pixels without cropping. Provider resolution, randomness, quality tier and prompt processing can still differ. The images are a practical visual test, not a reconstruction of the arena configuration.

Character and detail

Seedream 4.5: fal, requested native 2048x2048 square, n=1, seed=607017308, estimated cost $0.040000, source 2048x2048, stored 1024x1024 (Lanczos3 downscale), generated Nov 2, 2026, 2:50 PM. Source

OmniGen2: fal, image_size=1024x1024, n=1, seed=639237469, Estimate reserves 2 MP at Fal's $0.15 per MP rate, estimated cost $0.300000, generated Nov 2, 2026, 3:27 PM. Source

Protocol gradually-image-comparison-v1. Prompt SHA 256: 985a75b38642a9f0e5e0c0e0c67f1b7f67780d42bd2168fa24e9a7a7a94b0da6

Seedream 4.5 image SHA 256: 614d5b810be9f7cc54c999fb930e5bb1a7a5b58f7211a3b71aa92e83a360cf78

OmniGen2 image SHA 256: 8c39f2555d07eae2728c45591a183a4343d5ab1b9eaba4ec75a83b26f50665d0

Infographic

Seedream 4.5: fal, requested native 2048x2048 square, n=1, seed=467481828, estimated cost $0.040000, source 2048x2048, stored 1024x1024 (Lanczos3 downscale), generated Nov 2, 2026, 2:51 PM. Source

OmniGen2: fal, image_size=1024x1024, n=1, seed=672021196, Estimate reserves 2 MP at Fal's $0.15 per MP rate, estimated cost $0.300000, generated Nov 2, 2026, 3:27 PM. Source

Protocol gradually-image-comparison-v1. Prompt SHA 256: ed65cb4e6a51e2336f8b149ad4cbb16e020f07d527ad94362e719d2dcf91d94f

Seedream 4.5 image SHA 256: ec1e2be1080670edf050cff00a094ff471c1b480a11a3922cf8c25f0ef0f6a5e

OmniGen2 image SHA 256: 2f1a66d64a4f6a41d1c7228eb46ff9c2f5c27b684cf43d5dc8ba18aa7a2cd783

Product photography

Seedream 4.5: fal, requested native 2048x2048 square, n=1, seed=1880157282, estimated cost $0.040000, source 2048x2048, stored 1024x1024 (Lanczos3 downscale), generated Nov 2, 2026, 2:50 PM. Source

OmniGen2: fal, image_size=1024x1024, n=1, seed=355687008, Estimate reserves 2 MP at Fal's $0.15 per MP rate, estimated cost $0.300000, generated Nov 2, 2026, 3:27 PM. Source

Protocol gradually-image-comparison-v1. Prompt SHA 256: c67fd71e91304458a2feef5c91efa8677260fab0c0099a29a2c52cb579f5b2f3

Seedream 4.5 image SHA 256: 48a36dede8c680fa8e2231ac33a95b1417dcded96ad753c98218cc78ed96a65b

OmniGen2 image SHA 256: 31e9ddbf26881a576ca95a7bbd2642fae4a96c4205362abe3859ade6a3da8dc7

Typography and layout

Seedream 4.5: fal, requested native 2048x2048 square, n=1, seed=775629027, estimated cost $0.040000, source 2048x2048, stored 1024x1024 (Lanczos3 downscale), generated Nov 2, 2026, 2:50 PM. Source

OmniGen2: fal, image_size=1024x1024, n=1, seed=713672340, Estimate reserves 2 MP at Fal's $0.15 per MP rate, estimated cost $0.300000, generated Nov 2, 2026, 3:27 PM. Source

Protocol gradually-image-comparison-v1. Prompt SHA 256: 2e012c3d14ee5dd02203a94f394ca80a5038cdebd6032b25a8b8a221f2255419

Seedream 4.5 image SHA 256: 62d4e5b0b3c9ca5a55952dc2c5aca878ed687c76f302ad632136bd3e6bee3872

OmniGen2 image SHA 256: f4413e92d9fca652ec3e6bbb768a0003f064d7286b0652c1385c26b646b0c890

The numbers at a glance

Arena ratingfrom votes by users · higher is better

n/a

Seedream 4.5

not in the arena

n/a

OmniGen2

not in the arena

GraduallyBenchour own rating, 0 to 100 · higher is better

Seedream 4.5

Rank 64 of 108

OmniGen2

Rank 95 of 108

Price per imagedollars through the API · lower is better

n/a

Seedream 4.5

no API price

n/a

OmniGen2

no API price

Ranks among the 21 image models with an arena rating and the 108 with a GraduallyBench run; prices compared with 28 models with an API price.

Seedream 4.5

Subscription: No ByteDance / Volcengine subscription includes this model. Through other providers from ≈ €6.36 a month (ElevenLabs Starter, with limited credits). 39 plans in Germany.
Via API: No API price known. Access: API, Web app.
Weights: unknown.

OmniGen2

Subscription: n/a No plan in Germany names exactly this model.
Via API: No API price known. Access: local, Web app.
License: Open weights.

Subscriptions only count plans that name exactly this model. Subscription prices include VAT, API prices are in dollars.

GraduallyBench from Nov 3, 2026 · Subscription database from Sep 29, 2026 (38 days old)

All data side by side

The better value is bold. For ratings only when the gap is clear.

Kennzahl	Seedream 4.5	OmniGen2
Ratings
Arena ratingfrom votes by users, higher is better	n/a	n/a
Arena rank	n/a	n/a
Arena votesmore votes, a safer rating	n/a	n/a
GraduallyBenchour own rating, 0 to 100	48	22
GraduallyBench by task
Typography and layoutLegible text, hierarchy, and composition	84	30
Product photographyMaterials, reflections, and fine details	44	30
Character and detailAnatomy, clothing, and spatial consistency	37	8
InfographicNumbers, labels, and visual organization	27	19
API price
Per imagelower is better	n/a	n/a
100 images	n/a	n/a
Profile
Released	n/a	Jun 16, 2025
Weightsopen means: runs locally	unknown	open
Lifecycle	Still-listed T2I/I2I model ID; Ark marks it as pending shutdown without giving a date in the reviewed source	no notice
Access	API, Web app	local, Web app
Parameters	not published	not published
Largest output	not consistently published	not consistently published
Plans in Germanynaming exactly this model	39	n/a

API prices for one image at 1,024 × 1,024 pixels according to Artificial Analysis.

Sources: Seedream 4.5 model source, status source (verified Nov 1, 2026) · OmniGen2 model source (verified Nov 1, 2026)

Arena ratings by category

From blind votes on LMArena. “Ahead” means the lead is clear.

No shared arena score in the stored snapshot

The stored benchmark database contains no measurement for Seedream 4.5 and OmniGen2 from the same arena and category. Older model versions are not used as substitutes.

More comparisons

Compare Seedream 4.5 and OmniGen2 with the models people compare them with most often.

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