Decision support

Ideogram 4.0 vs Muse Image

Compare canonical objects directly. The useful dimensions change with the object type, so model and hardware comparisons stay separate.

Models Hardware

Ideogram 4.0

Ideogram

Muse Image

Benchmark results

Head to head on 1 benchmark both models report

Ideogram 4.00leads
Muse Image1lead

Arena Text to Image
Arena rating · Higher is better
- Ideogram 4.0
  1199
  Arena #22CI 1196 to 1203
- Muse Image
  Best1266
  +67 ahead · Arena #12CI 1262 to 1271
Runs and sources
Ideogram 4.0
default1199Quality · 95% CI 1196 to 1203 · 77,406 votes
Muse Image
default126695% CI 1262 to 1271 · 57,330 votes
Source:Arena Text to Image leaderboard, 2026-11-09
Arena Image Edit
Arena rating · Higher is better
- Ideogram 4.0
  Not reported
- Muse Image
  1400
  Arena #13CI 1396 to 1403
Runs and sources
Ideogram 4.0
Not reported
Muse Image
default140095% CI 1396 to 1403 · 195,504 votes
Source:Arena Image Edit leaderboard, 2026-11-09

Each model's best published result is shown; "Not reported" means no matched evaluation, not a score of zero. Arena and DeepSWE ranks are the leaderboards' own; other ranks are among catalogue models with a score. Results from different harnesses or settings are not directly comparable.

Arena ratings: Arena (lmarena-ai/leaderboard-dataset), licensed CC BY 4.0. Ratings come from pairwise human votes and are only comparable within one leaderboard; the interval is Arena's 95% confidence interval. Model names are matched to the Vertical Tabs catalog.

Model specifications

Release date

June 3, 2026

July 7, 2026

Context window

—

66K

Native context

—

Max output tokens

—

58,982

Knowledge cutoff

—

Open weights

Closed

Parameter count

9.3B

—

API pricing · USD per 1M tokens

Input

—

$0.00

Output

—

$0.00

Cached input

—

Cache write

—

Capabilities and modalities

Input modalities

text

text, image

Output modalities

image

Tool calling

—

Reasoning option

—

Supported options

—

max_tokens, repetition_penalty, temperature, top_k, top_p

Capabilities

—

Architecture and availability

Architecture

—

Model families

—

Tokenizer

—

Other

Instruction format

—

License

Ideogram Non-Commercial Model Agreement

—

Providers

Provider endpoints

Ollama variants

Metadata source

curated

ai-research

A dash means the field is not reported. Provider-specific performance and pricing may differ.

Benchmark results

Arena Text to Image

Arena Image Edit

Model specifications

API pricing · USD per 1M tokens

Capabilities and modalities

Architecture and availability