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Comparison of MiniMax-M3, remove_background_guided, Ideogram V4.5 Text to Image
3 modelsMiniMaxAIMiniMax-M3Remove ×Briaremove_background_guidedRemove ×ideogramIdeogram V4.5 Text to ImageRemove ×
What’s differentMiniMax-M3 is a native multimodal model with 1M context. It has ~428B parameters and ~23B activated parameters.Prompt-guided background removal by Bria: tell it what to keep or what to remove and get a clean cutout with true transparency, at the original resolution with the original pixels untouched. Trained…Generate high-quality images, posters, and logos with Ideogram 4.5, with accurate text rendering and low, medium, or high quality tiers.
DateJun 1, 2026ReleasedOct 14, 2026ListedSep 30, 2026Released
Listed rate$0.28 in / $1.10 out/ 1M tokensdeepinfra · via Hugging Face · all routes ↗See provider quotesSee provider quotes
Provider endpoints7 endpoints →0 endpoints →1 endpoint →
AA Intelligence ↗4.3.229.22 ↗Effort not specifiedIndependent resultNot reportedNot reported
AA-Briefcase ↗1.11,090.37 ↗Effort not specifiedIndependent resultNot reportedNot reported
GDPval-AA ↗2.11,242.47 ↗Effort not specifiedIndependent resultNot reportedNot reported
AutomationBench-AA ↗AA Index 4.3.2 collection21.25% ↗Effort not specifiedIndependent resultNot reportedNot reported
Terminal-Bench 4.0 · AA ↗2.02% ↗Effort not specifiedHarness unreportedIndependent resultNot reportedNot reported
SciCode ↗AA Index 4.3.2 collection47.11% ↗AA · Under reviewEffort not specifiedIndependent resultNot reportedNot reported
Humanity’s Last Exam ↗AA Index 4.3.2 collection38.97% ↗Effort not specifiedIndependent resultNot reportedNot reported
GDP.pdf ↗AA Index 4.3.2 collection9.8% ↗Effort not specifiedIndependent resultNot reportedNot reported
CritPt ↗AA Index 4.3.2 collection3.71% ↗AA · Under reviewEffort not specifiedIndependent resultNot reportedNot reported
AA-Omniscience ↗AA Index 4.3.2 collection1.35 ↗Effort not specifiedIndependent resultNot reportedNot reported
AA-LCR ↗1.183% ↗Effort not specifiedIndependent resultNot reportedNot reported
AA Image ↗2.1Not reportedNot reported1,015.68 ↗Text-to-image · all categories · quality=highIndependent result95% CI 1,000.68–1,030.68 · n=2,634
Context window1M——
Max output———
Parameters———
Tool callingSupportedNot reportedNot reported
Structured outputSupportedNot reportedNot reported
Image inputSupportedNot reportedNot reported
ReasoningSupportedNot reportedNot reported
Open weightsSupportedNot reportedNot reported

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