Qwen-Image-Edit-2511-Multiple-Angles-LoRA

Qwen-Image-Edit-2511-Multiple-Angles-LoRA是首个专为 Qwen-Image-Edit-2511 设计的多角度相机控制 LoRA，通过精细的 3D 视角参数，实现对生成图像视角的精确控制。无论你需要低角度仰拍、标准平视，还是高空俯瞰，只需一条提示词即可指定。

该 LoRA 基于 3000+ 高斯泼溅（Gaussian Splatting）渲染图训练，确保在不同视角下保持物体的空间一致性与几何合理性。

为什么需要这个 LoRA？

虽然 Qwen-Image-Edit-2511 内置了基础视点控制，但其自由度有限，尤其在低角度（如 -30°）或复杂方位组合下表现不稳定。此 LoRA 提供：

• 96 个预定义相机姿势，覆盖常见影视与摄影构图；
• 高精度 3D 对齐训练，减少视角切换时的形变或失真；
• 对地面级低角度的专门优化，解决传统模型“不敢看地”的问题。

相机系统设计

LoRA 的 96 个视角由三个维度组合而成：

总计：8 × 4 × 3 = 96 种组合

方位角（8 种）

• front view（0°）
• front-right quarter view（45°）
• right side view（90°）
• back-right quarter view（135°）
• back view（180°）
• back-left quarter view（225°）
• left side view（270°）
• front-left quarter view（315°）

仰角（4 种）

• -30°：low-angle shot（从下往上看，适合英雄视角）
• 0°：eye-level shot（人眼高度，最自然）
• 30°：elevated shot（略高，常用于产品展示）
• 60°：high-angle shot（高空俯拍，展现环境关系）

距离（3 种）

• close-up（×0.6）：聚焦细节、纹理
• medium shot（×1.0）：标准构图，平衡主体与背景
• wide shot（×1.8）：包含更多环境上下文

使用方法

提示词格式

<sks> [方位] [仰角描述] [距离描述]

快速示例

<sks> front view eye-level shot medium shot
<sks> right side view high-angle shot close-up
<sks> back view low-angle shot wide shot
<sks> front-left quarter view elevated shot medium shot

⚠️ 注意：<sks> 是该 LoRA 的触发 token，不可省略。

完整提示词清单（共 96 条）

为便于使用，所有组合已按距离分类整理：

特写（32 条）：含 4 种仰角 × 8 种方位

低角度（-30°）

<sks> front view low-angle shot close-up
<sks> front-right quarter view low-angle shot close-up
<sks> right side view low-angle shot close-up
<sks> back-right quarter view low-angle shot close-up
<sks> back view low-angle shot close-up
<sks> back-left quarter view low-angle shot close-up
<sks> left side view low-angle shot close-up
<sks> front-left quarter view low-angle shot close-up

平视（0°）

<sks> front view eye-level shot close-up
<sks> front-right quarter view eye-level shot close-up
<sks> right side view eye-level shot close-up
<sks> back-right quarter view eye-level shot close-up
<sks> back view eye-level shot close-up
<sks> back-left quarter view eye-level shot close-up
<sks> left side view eye-level shot close-up
<sks> front-left quarter view eye-level shot close-up

俯拍（30°）

<sks> front view elevated shot close-up
<sks> front-right quarter view elevated shot close-up
<sks> right side view elevated shot close-up
<sks> back-right quarter view elevated shot close-up
<sks> back view elevated shot close-up
<sks> back-left quarter view elevated shot close-up
<sks> left side view elevated shot close-up
<sks> front-left quarter view elevated shot close-up

高角度（60°）

<sks> front view high-angle shot close-up
<sks> front-right quarter view high-angle shot close-up
<sks> right side view high-angle shot close-up
<sks> back-right quarter view high-angle shot close-up
<sks> back view high-angle shot close-up
<sks> back-left quarter view high-angle shot close-up
<sks> left side view high-angle shot close-up
<sks> front-left quarter view high-angle shot close-up

中景（32 条）：标准工作距离，推荐日常使用

低角度（-30°）

<sks> front view low-angle shot medium shot
<sks> front-right quarter view low-angle shot medium shot
<sks> right side view low-angle shot medium shot
<sks> back-right quarter view low-angle shot medium shot
<sks> back view low-angle shot medium shot
<sks> back-left quarter view low-angle shot medium shot
<sks> left side view low-angle shot medium shot
<sks> front-left quarter view low-angle shot medium shot

平视（0°） — 参考姿势：front view eye-level shot medium shot

<sks> front view eye-level shot medium shot
<sks> front-right quarter view eye-level shot medium shot
<sks> right side view eye-level shot medium shot
<sks> back-right quarter view eye-level shot medium shot
<sks> back view eye-level shot medium shot
<sks> back-left quarter view eye-level shot medium shot
<sks> left side view eye-level shot medium shot
<sks> front-left quarter view eye-level shot medium shot

俯拍（30°）

<sks> front view elevated shot medium shot
<sks> front-right quarter view elevated shot medium shot
<sks> right side view elevated shot medium shot
<sks> back-right quarter view elevated shot medium shot
<sks> back view elevated shot medium shot
<sks> back-left quarter view elevated shot medium shot
<sks> left side view elevated shot medium shot
<sks> front-left quarter view elevated shot medium shot

高角度（60°）

<sks> front view high-angle shot medium shot
<sks> front-right quarter view high-angle shot medium shot
<sks> right side view high-angle shot medium shot
<sks> back-right quarter view high-angle shot medium shot
<sks> back view high-angle shot medium shot
<sks> back-left quarter view high-angle shot medium shot
<sks> left side view high-angle shot medium shot
<sks> front-left quarter view high-angle shot medium shot

广角（32 条）：适合场景构建、环境叙事

低角度（-30°）

<sks> front view low-angle shot wide shot
<sks> front-right quarter view low-angle shot wide shot
<sks> right side view low-angle shot wide shot
<sks> back-right quarter view low-angle shot wide shot
<sks> back view low-angle shot wide shot
<sks> back-left quarter view low-angle shot wide shot
<sks> left side view low-angle shot wide shot
<sks> front-left quarter view low-angle shot wide shot

平视（0°）

<sks> front view eye-level shot wide shot
<sks> front-right quarter view eye-level shot wide shot
<sks> right side view eye-level shot wide shot
<sks> back-right quarter view eye-level shot wide shot
<sks> back view eye-level shot wide shot
<sks> back-left quarter view eye-level shot wide shot
<sks> left side view eye-level shot wide shot
<sks> front-left quarter view eye-level shot wide shot

俯拍（30°）

<sks> front view elevated shot wide shot
<sks> front-right quarter view elevated shot wide shot
<sks> right side view elevated shot wide shot
<sks> back-right quarter view elevated shot wide shot
<sks> back view elevated shot wide shot
<sks> back-left quarter view elevated shot wide shot
<sks> left side view elevated shot wide shot
<sks> front-left quarter view elevated shot wide shot

高角度（60°）

<sks> front view high-angle shot wide shot
<sks> front-right quarter view high-angle shot wide shot
<sks> right side view high-angle shot wide shot
<sks> back-right quarter view high-angle shot wide shot
<sks> back view high-angle shot wide shot
<sks> back-left quarter view high-angle shot wide shot
<sks> left side view high-angle shot wide shot
<sks> front-left quarter view high-angle shot wide shot

技术细节

• 训练数据：3000+ 高斯泼溅渲染图，具备真实 3D 几何一致性
• LoRA 文件：qwen-image-edit-2511-multiple-angles-lora.safetensors
• 配套工作流：提供 ComfyUI 示例流程（comfyui-workflow-multiple-angles.json）
• 推荐强度：0.8 – 1.0
• 基础模型：必须使用 Qwen/Qwen-Image-Edit-2511
• 建议搭配此插件使用：ComfyUI-qwenmultiangle

适用场景

• 产品可视化：从多个角度展示商品，无需实拍
• 角色设计：生成角色三视图或动态角度参考
• 建筑与室内：模拟不同观察点下的空间效果
• AI 影视预演：快速生成分镜草图的不同机位
• 3D 数据增强：为下游任务提供多视角合成样本