في مشهد الرؤية التوليدية والتصميم الإبداعي، تطورت نماذج توليد الصور من أدوات عشوائية إلى محركات إبداعية دقيقة وقابلة للتحكم تتميز بالالتزام العميق بالتوجيهات، واتساق الشخصيات عبر جولات متعددة، ودقة إخراج النصوص الطباعية، والخصائص البصرية المعقولة فيزيائياً.
This cheat sheet synthesizes benchmark evaluations from Artificial Analysis and the LMSYS Image Arena (Text-to-Image & Image Editing Elo leaderboards), organizing frontier models into clear performance tiers, dimensional matrices, and enterprise selection criteria.
🔗 Related: Core AI Algorithms · Claude Code CLI · Always-on Agents
1. قائمة التصنيف الشاملة لنماذج توليد الصور (Tier List)
Evaluated across 5 core dimensions: Fidelity (micro-details, aesthetics, physical realism), Prompt Adherence (long-tail semantics, multi-subject composition), Editing & Consistency (localized inpainting, multi-turn persistence), Stylistic Breadth (photorealism, 3D, vector, fine art), and Stability (spatial layout accuracy).
| Tier | Model | Ecosystem / Lab | Core Strengths & Key Advantages | Limitations / Trade-offs | Ideal Production Workloads |
|---|---|---|---|---|---|
| SSS Flagship |
GPT Image 2.5 Sunburst | OpenAI | Unrivaled micro-detail resolution, complex multi-clause prompt adherence, exceptional volumetric lighting; #1 overall on Arena benchmarks | Higher API inference cost | High-end commercial advertising, complex multi-entity concept art, cinematic keyframes |
| SSS Flagship |
GPT Image 2.5 Flare | OpenAI | World-class human skin rendering, micro-pore texture, natural hair sheen, and high-fashion editorial aesthetics | Slightly less clinical on rigid hard-surface mechanical layouts | Fashion magazine covers, beauty and skincare marketing, professional portraiture |
| SS Tier 1 |
GPT Image 2 | OpenAI | Highly balanced generalist; outstanding versatility across photorealism and conceptual creativity | Multi-turn localized inpainting consistency slightly trailing 2.5 series | High-throughput batch asset generation, ideation mood boards, general digital design |
| SS Tier 1 |
Nano Banana 2.1 | Google Ecosystem | Chain-of-thought guided multi-turn image editing, surgical inpainting, and rock-solid subject consistency | Traditional fine-art aesthetics tend toward conservative realism | Sequential comic IP character sheets, e-commerce garment transfer, surgical retouching |
| SS Tier 1 |
MAI-Image 2.6 | Microsoft AI | Precise spatial 3D perspective, architectural hard-surface geometry, and realistic raytraced lighting | Hand-drawn illustrative styles feel somewhat mechanical | Architectural visualization, interior design renderings, automotive concept mockups |
| SS Tier 1 |
Grok Imagine 2.0 | xAI | Bold, avant-garde stylistic flair, sci-fi worldbuilding, minimal safety over-filtering | Typography and letter spelling slightly less consistent than design-focused models | Surrealist concept art, space opera aesthetics, social media virality campaigns |
| S Core Driver |
Seedream 5.0 Pro | ByteDance (Seed) | Deep comprehension of traditional cultural motifs, ink wash aesthetics, and East Asian fashion nuances | Western classical oil-painting aesthetics are standard | Regional brand campaigns, cultural heritage IP, stylized packaging |
| S Core Driver |
FLUX 3 Image | Black Forest Labs | Gold standard for open-weights customization; modular architecture, strong graphic design aesthetics | Requires heavy local GPU VRAM for self-hosted instances | Independent developers, on-premise enterprise deployments, custom LoRA training |
| S Core Driver |
Reve 2.1 | Reve AI | Distinctive 35mm film grain, anamorphic widescreen grading, deep atmospheric chiaroscuro lighting | Less suited for flat UI vector icons and sterile infographics | Film storyboards, indie album covers, cinematic concept stills |
| S Core Driver |
Nano Banana 2 | Google Ecosystem | Lightweight and fast; reliable object removal, background substitution, and edge-preserving edits | Resolution and micro-texturing slightly softer than 2.1 flagship | Mobile app integrations, batch e-commerce catalog cleanups, rapid thumbnail workflows |
| A Specialist |
Ideogram 4.0 | Ideogram | Undisputed king of typographic rendering; long English word spelling, complex multi-font poster layouts with zero gibberish | Complex photorealistic lighting slightly behind photography-specialized flagships | Typography-heavy posters, branding logos, merchandise apparel slogans, packaging layout |
| A Specialist |
Recraft 4.1 | Recraft | Benchmark for commercial vector art; native SVG vector generation, clean Bézier paths, and strict brand palette locking | Micro-textured natural wilderness landscapes are not its primary focus | UI icon design sets, corporate vector illustration, brand identity style guides |
2. تصنيفات لوحات الصدارة القياسية الموحدة
| Rank Position | Artificial Analysis Text-to-Image Index | LMSYS Arena T2I Elo Leaderboard | LMSYS Arena Image Editing Elo |
|---|---|---|---|
| TOP 1 | GPT Image 2.5 Sunburst | GPT Image 2.5 Sunburst | GPT Image 2.5 Sunburst |
| TOP 2 | GPT Image 2.5 Flare | GPT Image 2.5 Flare | GPT Image 2.5 Flare |
| TOP 3 | GPT Image 2 | GPT Image 2 | GPT Image 2 |
| TOP 4 | Nano Banana 2.1 | Grok Imagine 2.0 | Grok Imagine 2.0 |
| TOP 5 | MAI-Image 2.6 | MAI-Image 2.6 | Nano Banana 2.1 |
| TOP 6 | Grok Imagine 2.0 | Nano Banana 2.1 | MAI-Image 2.6 |
3. مصفوفة مقارنة القدرات التخصصية
| Model | Macro Skin Texture | Long-Prompt Adherence | Local Inpainting & Edits | Typography Accuracy | Artistic Freedom | Deployment Flexibility |
|---|---|---|---|---|---|---|
| GPT Image 2.5 Sunburst | ★★★★★ | ★★★★★ | ★★★★★ | ★★★★☆ | ★★★★☆ | Cloud API |
| GPT Image 2.5 Flare | ★★★★★ | ★★★★☆ | ★★★★☆ | ★★★★☆ | ★★★★★ | Cloud API |
| Nano Banana 2.1 | ★★★★☆ | ★★★★★ | ★★★★★ | ★★★★☆ | ★★★☆☆ | Cloud API |
| MAI-Image 2.6 | ★★★★☆ | ★★★★☆ | ★★★★☆ | ★★★☆☆ | ★★★★☆ | Cloud API |
| Grok Imagine 2.0 | ★★★★☆ | ★★★★☆ | ★★★★☆ | ★★★☆☆ | ★★★★★ | Cloud API |
| Seedream 5.0 Pro | ★★★★☆ | ★★★★☆ | ★★★★☆ | ★★★★☆ | ★★★★☆ | Cloud API |
| FLUX 3 Image | ★★★★☆ | ★★★★☆ | ★★★★☆ | ★★★★☆ | ★★★★★ | Open Weights / Local |
| Reve 2.1 | ★★★★★ | ★★★☆☆ | ★★★☆☆ | ★★☆☆☆ | ★★★★★ | Cloud API |
| Ideogram 4.0 | ★★★☆☆ | ★★★★☆ | ★★★☆☆ | ★★★★★ (Typography Ceiling) | ★★★★☆ | Cloud API |
| Recraft 4.1 | ★★★☆☆ | ★★★★☆ | ★★★★☆ | ★★★★☆ | ★★★★★ (Vector Ceiling) | Cloud API |
4. دليل اتخاذ قرارات الاختيار للمؤسسات
| Business Goal / Creative Deliverable | Primary Recommended Model | Secondary Backup Model | Key Selection Rationale |
|---|---|---|---|
| Fashion Editorial & High-End Portraiture | GPT Image 2.5 Flare | GPT Image 2.5 Sunburst | Uncanny skin micro-textures and eye reflections without artificial plastic smoothing |
| Marketing Posters, Book Jackets & Typography | Ideogram 4.0 | Recraft 4.1 | Clean typography with correct spelling, sharp letterforms, and professional font hierarchies |
| Design Systems, App Icons & Vector Assets | Recraft 4.1 | Ideogram 4.0 | Native clean SVG exports, infinite scalability, and strict corporate hex color enforcement |
| Serialized Comics & Consistent Characters | Nano Banana 2.1 | GPT Image 2.5 Sunburst | Exceptional face, clothing, and environmental persistence across multi-turn inpainting passes |
| Architectural Visualization & Industrial Design | MAI-Image 2.6 | GPT Image 2.5 Sunburst | Mathematically consistent perspective planes, hard surfaces, and realistic optical bounces |
| Cinematic Stills & Moody Concept Art | Reve 2.1 | Grok Imagine 2.0 | Rich analog film grain, atmospheric smoke, and dramatic cinematic lighting |
| Local Private Deployment & LoRA Fine-Tuning | FLUX 3 Image | Open-source Diffusion | Commercial open weights enabling offline compliance and domain-specific weight adaptation |