Qwen-Image-Edit-2511-Multiple-Angles-LoRA
Qwen-Image-Edit-2511 的多角度相机控制 LoRA
96 个相机位置 • 基于 3000 余张 Gaussian Splatting 渲染图训练 • 使用 fal.ai 构建
结果展示
核心亮点
| 特性 | 详情 |
|---|---|
| 96 种相机姿态 | 4 种仰角 × 8 种方位角 × 3 种距离 |
| 3000+ 训练样本对 | 大规模数据集确保高精度 |
| Gaussian Splatting 数据 | 高质量 3D 一致性渲染图 |
| 低角度支持 | 精准控制低角度（-30°）相机 |
| 全面测试验证 | 多轮迭代与质量检测 |
相机系统示意图
为什么选择此 LoRA？
这是首个适用于 Qwen-Image-Edit-2511 的多角度相机控制 LoRA。
尽管 Qwen-Image-Edit-2511 已具备内置视角调整功能，本 LoRA 进一步提供：
- 96 种精准相机姿态 - 实现对相机位置的精确控制
- 3000+ 训练样本对 - 大规模数据集保障高准确度
- Gaussian Splatting 数据 - 基于 3D 一致性训练，提升空间理解能力
- 卓越低角度表现 - 完美支持地面及低机位拍摄（-30°）
提示词格式
<sks> [azimuth] [elevation] [distance]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 shot96 个相机位置
4 种仰角 × 8 种方位角 × 3 种距离 = 96 种姿态
方位角（水平旋转）
0°
(front view)
│
315° │ 45°
(front-left) │ (front-right)
╲ │ ╱
╲ │ ╱
╲ │ ╱
270° ─────────────── ● ─────────────── 90°
(left side) OBJECT (right side)
╱ │ ╲
╱ │ ╲
╱ │ ╲
225° │ 135°
(back-left) │ (back-right)
│
180°
(back view)| 角度 | 描述符 |
|---|---|
| 0° | front view |
| 45° | front-right quarter view |
| 90° | right side view |
| 135° | back-right quarter view |
| 180° | back view |
| 225° | back-left quarter view |
| 270° | left side view |
| 315° | front-left quarter view |
仰俯角（垂直角度）
| 角度 | 描述符 | 说明 |
|---|---|---|
| -30° | low-angle shot | 相机位于下方，向上拍摄 |
| 0° | eye-level shot | 相机与物体处于同一水平高度 |
| 30° | elevated shot | 相机略高于物体 |
| 60° | high-angle shot | 相机位置较高，向下拍摄 |
距离
| 系数 | 描述符 | 用途 |
|---|---|---|
| ×0.6 | close-up | 细节，纹理 |
| ×1.0 | medium shot | 均衡，标准 |
| ×1.8 | wide shot | 环境，背景 |
全部96个提示词参考
特写（32个提示词）
点击展开
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仰角（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中景镜头（32 个提示词）
点击展开
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平视视角（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俯视（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远景镜头（32 个提示词）
点击展开
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高角度（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文件
| 文件 | 描述 |
|---|---|
qwen-image-edit-2511-multiple-angles-lora.safetensors | LoRA 权重 |
comfyui-workflow-multiple-angles.json | ComfyUI 工作流 |
推荐设置
- LoRA 强度：0.8 - 1.0
- 基础模型：Qwen/Qwen-Image-Edit-2511
训练详情
| 参数 | 值 |
|---|---|
| 训练平台 | fal.ai Qwen Image Edit 2511 Trainer |
| 基础模型 | Qwen/Qwen-Image-Edit-2511 |
| 训练数据 | 3000+ 高斯溅射渲染图 |
| 相机姿态 | 96 个独特位置（4×8×3） |
| 数据来源 | 具备精确相机控制的合成 3D 渲染图 |
| 数据集与训练 | 由 fal 的 Lovis Odin 构建 |
最佳效果提示
- 使用精确的提示格式 -
<sks>触发词至关重要 - 注意顺序 -
[方位角] [仰角] [距离] - 初始 LoRA 强度设为 0.9 - 根据结果进行调整
- 尝试低角度拍摄 - 此 LoRA 在低相机位置（-30°）表现出色
- 输入图像很重要 - 主体清晰、光线良好的图像效果最佳
相关工作
- Qwen-Image-Edit-2511 - 基础模型
- Flux-2-Multi-Angles-LoRA-v2 - Flux 的多角度 LoRA（72 个姿态）
- next-scene-qwen-image-lora
作者
由 Lovis Odin（@lovis93 • @odinlovis）在 fal 构建
使用 fal Qwen Image Edit 2511 Trainer 进行训练
如果觉得有用，请给仓库点星！
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