Wan-Image：推动生成视觉智能的边界
Wan-Image: Pushing the Boundaries of Generative Visual Intelligence
AI总结：
Wan-Image通过统一多模态架构和大规模数据训练，实现从随意生成到专业级视觉工具的转变，具备超长文本渲染、多主体身份保持等专业能力。
摘要：
我们介绍了Wan-Image，一个统一的视觉生成系统，旨在将图像生成模型从随意合成器转变为专业级生产力工具。尽管当前扩散模型在美学生成方面表现优异，但在需要绝对可控性、复杂字体渲染和严格身份保持的严格设计流程中常遇到瓶颈。为解决这些问题，Wan-Image通过整合大语言模型的认知能力与扩散转换器的高保真像素合成能力，构建了原生统一的多模态架构，能够将高度细致的用户意图精确转化为视觉输出。它由大规模多模态数据扩展、系统级细粒度标注引擎和精选强化学习数据驱动，超越了基本指令跟随，解锁专家级专业能力。这些能力包括超长复杂文本渲染、超多样化的肖像生成、调色板引导生成、多主体身份保持、连贯的序列视觉生成、精确的多模态交互编辑、原生Alpha通道生成以及高效4K合成。在多样化的用户评估中，Wan-Image在整体性能上超过Seedream 5.0 Lite和GPT Image 1.5，在挑战性任务中与Nano Banana Pro持平。最终，Wan-Image在电子商务、娱乐、教育和个人生产力领域重新定义了专业视觉合成的边界。
英文摘要：
We present Wan-Image, a unified visual generation system explicitly engineered to paradigm-shift image generation models from casual synthesizers into professional-grade productivity tools. While contemporary diffusion models excel at aesthetic generation, they frequently encounter critical bottlenecks in rigorous design workflows that demand absolute controllability, complex typography rendering, and strict identity preservation. To address these challenges, Wan-Image features a natively unified multi-modal architecture by synergizing the cognitive capabilities of large language models with the high-fidelity pixel synthesis of diffusion transformers, which seamlessly translates highly nuanced user intents into precise visual outputs. It is fundamentally powered by large-scale multi-modal data scaling, a systematic fine-grained annotation engine, and curated reinforcement learning data to surpass basic instruction following and unlock expert-level professional capabilities. These include ultra-long complex text rendering, hyper-diverse portrait generation, palette-guided generation, multi-subject identity preservation, coherent sequential visual generation, precise multi-modal interactive editing, native alpha-channel generation, and high-efficiency 4K synthesis. Across diverse human evaluations, Wan-Image exceeds Seedream 5.0 Lite and GPT Image 1.5 in overall performance, reaching parity with Nano Banana Pro in challenging tasks. Ultimately, Wan-Image revolutionizes visual content creation across e-commerce, entertainment, education, and personal productivity, redefining the boundaries of professional visual synthesis.
机构、总结、中文摘要均由AI分析而来，可能存在错误，请以论文正文为准。
