Models
Bria
Bria FIBO
Use Cases

Bria

Bria FIBO

AI Image Editing Model

Mode:

All Text to Image Image Edit

Image

Bria's 8B parameter model for controlled text-to-image generation with structured JSON prompts, trained exclusively on licensed data

How Bria FIBO performs

Rankings based on human votes in the Lumenfall Arena, where real users pick their favorite without knowing which model made which image.

All categories

Bria FIBO competes across 15 categories in the arena

Photorealism

Text-to-Image

Ranked #32 of 62 models · 52.5% win rate Leaderboard

Bria FIBO

Same prompt, other models

Ranked using Adorable Baby Animals in Su... Candid Street Photography Chalkboard Menu Fantasy Warrior Geometric Composition Magic Burger Explosion: Fie... +2 more

Prompt Adherence

Text-to-Image

Ranked #35 of 62 models · 49.0% win rate Leaderboard

Bria FIBO

Same prompt, other models

Ranked using Adorable Baby Animals in Su... Apollo 11: Journey to Tranq... Chalkboard Menu Geometric Composition Isometric Miniature Diorama... Magic Burger Explosion: Fie... +3 more

Portraits

Text-to-Image

Ranked #30 of 48 models · 60.0% win rate Leaderboard

Bria FIBO

Same prompt, other models

Ranked using Fantasy Warrior

Cartoon, Anime & Fantasy

Text-to-Image

Ranked #30 of 48 models · 60.0% win rate Leaderboard

Bria FIBO

Same prompt, other models

Ranked using Fantasy Warrior

Aesthetics

Text-to-Image

Ranked #44 of 62 models · 40.7% win rate Leaderboard

Bria FIBO

Same prompt, other models

Ranked using Adorable Baby Animals in Su... Candid Street Photography Fantasy Warrior Geometric Composition Isometric Miniature Diorama... Magic Burger Explosion: Fie... +5 more

3D Imaging & Modeling

Text-to-Image

Ranked #45 of 60 models · 41.7% win rate Leaderboard

Bria FIBO

Same prompt, other models

Ranked using Geometric Composition Isometric Miniature Diorama...

Product, Branding & Commercial

Text-to-Image

Ranked #47 of 61 models · 39.3% win rate Leaderboard

Bria FIBO

Same prompt, other models

Ranked using Apollo 11: Journey to Tranq... Chalkboard Menu Magic Burger Explosion: Fie... Modern Clean Menu The Halloween Invitation Vintage Cafe Logo

Text Rendering

Text-to-Image

Ranked #48 of 61 models · 37.1% win rate Leaderboard

Bria FIBO

Same prompt, other models

Ranked using Apollo 11: Journey to Tranq... Chalkboard Menu Isometric Miniature Diorama... Magic Burger Explosion: Fie... Modern Clean Menu The Halloween Invitation +1 more

Aesthetics

Image Editing

Ranked #30 of 33 models · 40.0% win rate Leaderboard

Bria FIBO

Before After

Golden Hour Stroll

Same prompt, other models

Before After

#1 Nano Banana... ranks higher

Before After

#9 FLUX.2 [max] ranks higher

Before After

#25 FLUX.2 [dev... ranks higher

Before After

#33 HiDream E1 ranks lower

Ranked using Golden Hour Stroll Man and Car in California Studio Ghibli Anime Style

Creativity

Text-to-Image

Ranked #57 of 62 models · 25.9% win rate Leaderboard

Bria FIBO

Same prompt, other models

Ranked using Apollo 11: Journey to Tranq... Fantasy Warrior Isometric Miniature Diorama... The Halloween Invitation The Reversed Rodeo Vintage Cafe Logo

Photorealism

Image Editing

Ranked #35 of 36 models · 25.0% win rate Leaderboard

Bria FIBO

Before After

Bald man challenge

Before After

Golden Hour Stroll

Same prompt, other models

Before After

#1 Nano Banana... ranks higher

Before After

#10 Qwen Image ... ranks higher

Before After

#28 Seedream 4.0 ranks higher

Before After

#36 HiDream E1 ranks lower

Before After

#1 Nano Banana... ranks higher

Before After

#10 Qwen Image ... ranks higher

Before After

#28 Seedream 4.0 ranks higher

Before After

#36 HiDream E1 ranks lower

Ranked using Bald man challenge Golden Hour Stroll Man and Car in California Outfit Transfer Challenge

Lighting, Shadows & Materials

Image Editing

Ranked #35 of 36 models · 25.0% win rate Leaderboard

Bria FIBO

Before After

Bald man challenge

Before After

Golden Hour Stroll

Same prompt, other models

Before After

#1 Nano Banana... ranks higher

Before After

#10 Grok Imagin... ranks higher

Before After

#28 FLUX.1 Kont... ranks higher

Before After

#36 HiDream E1 ranks lower

Before After

#1 Nano Banana... ranks higher

Before After

#10 Grok Imagin... ranks higher

Before After

#28 FLUX.1 Kont... ranks higher

Before After

#36 HiDream E1 ranks lower

Ranked using Bald man challenge Golden Hour Stroll Man and Car in California Outfit Transfer Challenge Pose & Character Mashup

Preservation

Image Editing

Ranked #36 of 37 models · 27.3% win rate Leaderboard

Bria FIBO

Before After

Bald man challenge

Before After

Golden Hour Stroll

Same prompt, other models

Before After

#1 Nano Banana... ranks higher

Before After

#10 Seedream 5.... ranks higher

Before After

#28 Seedream 4.0 ranks higher

Before After

#37 HiDream E1 ranks lower

Ranked using Bald man challenge Golden Hour Stroll Man and Car in California Outfit Transfer Challenge Over-the-top cartoon carica... Pose & Character Mashup +1 more

Face & Identity

Image Editing

Ranked #32 of 32 models · 16.7% win rate Leaderboard

Bria FIBO

Before After

Bald man challenge

Same prompt, other models

Before After

#1 Nano Banana 2 ranks higher

Before After

#9 FLUX.2 [max] ranks higher

Before After

#25 Wan 2.7 Pro ranks higher

Ranked using Bald man challenge Over-the-top cartoon carica...

Art

Text-to-Image

Ranked #56 of 56 models · 14.3% win rate Leaderboard

Bria FIBO

Same prompt, other models

Ranked using The Halloween Invitation The Reversed Rodeo