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

详情

模型描述

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

用于 Qwen-Image-Edit-2511 的多角度摄像机控制 LoRA

96 个摄像机位姿 • 在 3000+ 高斯点云渲染图像上训练 • 基于 fal.ai


效果展示

摄像机动画结果


亮点

功能详情
96 个摄像机位姿
4 种仰角 × 8 种方位角 × 3 种距离
3000+ 训练对
大规模数据集,实现最高精度
高斯点云数据
高质量、3D 一致的渲染图像
低角度支持
精准支持低角度(-30°)摄像机控制
广泛测试
更多迭代与质量检查


摄像机系统示意图

全部 96 个位姿

距离对比


为什么选择这个 LoRA?

这是首个专为 Qwen-Image-Edit-2511** 设计的多角度摄像机控制 LoRA。**

尽管 Qwen-Image-Edit-2511 内置了视角控制功能,但此 LoRA 提供:

  • 96 个精确摄像机位姿 — 完全掌控摄像机位置
  • 3000+ 训练对 — 超大规模数据集,确保最高精度
  • 高斯点云数据 — 3D 一致性训练,提升空间理解能力
  • 卓越的低角度支持 — 精准支持地面级及低角度摄像机(-30°)

提示词格式

<sks> [方位角] [仰角] [距离]

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

96 个摄像机位姿

4 仰角 × 8 方位角 × 3 距离 = 96 个位姿

方位角(水平旋转)

                         0° 
                    (正面视角)
                         │
         315°            │            45°
    (前左四分之一)       │       (前右四分之一)
              ╲          │          ╱
               ╲         │         ╱
                ╲        │        ╱
   270° ─────────────── ● ─────────────── 90°
   (左侧)             物体              (右侧)
                ╱        │        ╲
               ╱         │         ╲
              ╱          │          ╲
         225°            │            135°
     (后左四分之一)       │       (后右四分之一)
                         │
                        180°
                    (背面视角)
角度 描述
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

仰角(垂直角度)

角度 描述 说明
-30° low-angle shot 摄像机在物体下方,向上拍摄
eye-level shot 摄像机与物体高度平齐
30° elevated shot 摄像机略高于物体
60° high-angle shot 摄像机高处,向下拍摄

距离

倍数 描述 用途
×0.6 close-up 细节、纹理
×1.0 medium shot 平衡、标准构图
×1.8 wide shot 环境、背景

全部 96 个提示词参考

特写镜头(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

高抬(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(0°) — 参考位姿: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

高抬(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

高抬(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

▶️ fal.ai 立即试用


推荐设置


训练详情

参数
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+ 高斯点云渲染图像
摄像机位姿 96 个独特位置(4×8×3)
数据来源 精确摄像机控制的合成 3D 渲染
数据集与训练 由 fal 的 Lovis Odin 构建

最佳效果提示

  1. 使用精确提示格式<sks> 触发词必不可少
  2. 保持顺序[方位角] [仰角] [距离]
  3. 从 LoRA 强度 0.9 开始 — 根据结果微调
  4. 尝试低角度拍摄 — 本 LoRA 在低摄像机位(-30°)表现优异
  5. 输入图像很重要 — 主体清晰、光照良好的图像效果最佳

相关项目


作者

Lovis Odin@lovis93@odinlovis)在 fal 构建
使用 fal Qwen Image Edit 2511 训练器 训练


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