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编辑文件 main.py
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.cnb.yml
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README.md
all_animations_combined.gif
comfyui-workflow-multiple-angles.json
main.py
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qwen-image-edit-2511-multiple-angles-lora.safetensors
requirements.txt

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

Multi-angle camera control LoRA for Qwen-Image-Edit-2511

96 camera positions • Trained on 3000+ Gaussian Splatting renders • Built with fal.ai

Results

Camera Animation Results

Highlights

FeatureDetails
96 Camera Poses4 elevations × 8 azimuths × 3 distances
3000+ Training PairsMassive dataset for maximum precision
Gaussian Splatting DataHigh-quality 3D-consistent renders
Low-Angle SupportProper low-angle (-30°) camera control
Extensively TestedMore iterations and quality checks

Camera System Diagrams

All 96 Poses

Distance Comparison

Why This LoRA?

This is the first multi-angle camera control LoRA for Qwen-Image-Edit-2511.

While Qwen-Image-Edit-2511 has built-in viewpoint capabilities, this LoRA provides:

  • 96 precise camera poses - Exact control over camera position
  • 3000+ training pairs - Massive dataset for maximum accuracy
  • Gaussian Splatting data - 3D-consistent training for better spatial understanding
  • Low-angle excellence - Proper support for ground-level and low camera positions (-30°)

Prompt Format

<sks> [azimuth] [elevation] [distance]

Quick Examples

<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 Camera Positions

4 Elevations × 8 Azimuths × 3 Distances = 96 Poses

Azimuths (Horizontal Rotation)

                         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)
AngleDescriptor
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

Elevations (Vertical Angle)

AngleDescriptorDescription
-30°low-angle shotCamera below, looking up
0°eye-level shotCamera at object level
30°elevated shotCamera slightly above
60°high-angle shotCamera high, looking down

Distances

FactorDescriptorUsage
×0.6close-upDetails, textures
×1.0medium shotBalanced, standard
×1.8wide shotContext, environment

All 96 Prompts Reference

CLOSE-UP (32 prompts)

Click to expand

Low-angle (-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

Eye-level (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

Elevated (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

High-angle (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

MEDIUM SHOT (32 prompts)

Click to expand

Low-angle (-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

Eye-level (0°) — Reference pose: 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

Elevated (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

High-angle (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

WIDE SHOT (32 prompts)

Click to expand

Low-angle (-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

Eye-level (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

Elevated (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

High-angle (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

Files

FileDescription
qwen-image-edit-2511-multiple-angles-lora.safetensorsLoRA weights
comfyui-workflow-multiple-angles.jsonComfyUI workflow

▶️ Try it live on fal.ai

Recommended Settings

Training Details

ParameterValue
Training Platformfal.ai Qwen Image Edit 2511 Trainer
Base ModelQwen/Qwen-Image-Edit-2511
Training Data3000+ Gaussian Splatting renders
Camera Poses96 unique positions (4×8×3)
Data SourceSynthetic 3D renders with precise camera control
Dataset & TrainingBuilt by Lovis Odin at fal

Tips for Best Results

  1. Use the exact prompt format - <sks> trigger is essential
  2. Respect the order - [azimuth] [elevation] [distance]
  3. Start with LoRA strength 0.9 - Adjust based on results
  4. Try low-angle shots - This LoRA excels at low camera positions (-30°)
  5. Input image matters - Clear subjects with good lighting work best

Related Work

Author

Built by Lovis Odin (@lovis93 • @odinlovis) at fal

Trained using fal Qwen Image Edit 2511 Trainer

If you find this useful, please star the repo!

Issues? Open a discussion in the Community tab

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