Image-to-Image
Diffusers
English
qwen
qwen-image-edit
qwen-image-edit-2511
lora
multi-angle
camera-angles
camera-control
image-editing
gaussian-splatting
fal
Instructions to use CDDAWDS/Qwen-Image-Edit-2511-Multiple-Angles-LoRA with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use CDDAWDS/Qwen-Image-Edit-2511-Multiple-Angles-LoRA with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline from diffusers.utils import load_image # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("Qwen/Qwen-Image-Edit-2511", dtype=torch.bfloat16, device_map="cuda") pipe.load_lora_weights("CDDAWDS/Qwen-Image-Edit-2511-Multiple-Angles-LoRA") prompt = "Turn this cat into a dog" input_image = load_image("https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/diffusers/cat.png") image = pipe(image=input_image, prompt=prompt).images[0] - Inference
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- Draw Things
File size: 11,343 Bytes
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license: apache-2.0
base_model: Qwen/Qwen-Image-Edit-2511
tags:
- qwen
- qwen-image-edit
- qwen-image-edit-2511
- lora
- multi-angle
- camera-angles
- camera-control
- image-editing
- image-to-image
- gaussian-splatting
- diffusers
- fal
language:
- en
pipeline_tag: image-to-image
library_name: diffusers
---
# 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](https://fal.ai)
---
## Results

---
## Highlights
| Feature | Details |
|---------|---------|
| **96 Camera Poses** | 4 elevations × 8 azimuths × 3 distances |
| **3000+ Training Pairs** | Massive dataset for maximum precision |
| **Gaussian Splatting Data** | High-quality 3D-consistent renders |
| **Low-Angle Support** | Proper low-angle (-30°) camera control |
| **Extensively Tested** | More iterations and quality checks |
---
## Camera System Diagrams


---
## Why This LoRA?
**This is the first multi-angle camera control LoRA for [Qwen-Image-Edit-2511](https://huggingface.co/Qwen/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)
```
| Angle | Descriptor |
|-------|------------|
| 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)
| Angle | Descriptor | Description |
|-------|------------|-------------|
| -30° | `low-angle shot` | Camera below, looking up |
| 0° | `eye-level shot` | Camera at object level |
| 30° | `elevated shot` | Camera slightly above |
| 60° | `high-angle shot` | Camera high, looking down |
### Distances
| Factor | Descriptor | Usage |
|--------|------------|-------|
| ×0.6 | `close-up` | Details, textures |
| ×1.0 | `medium shot` | Balanced, standard |
| ×1.8 | `wide shot` | Context, environment |
---
## All 96 Prompts Reference
### CLOSE-UP (32 prompts)
<details>
<summary>Click to expand</summary>
**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
```
</details>
### MEDIUM SHOT (32 prompts)
<details>
<summary>Click to expand</summary>
**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
```
</details>
### WIDE SHOT (32 prompts)
<details>
<summary>Click to expand</summary>
**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
```
</details>
---
## Files
| File | Description |
|------|-------------|
| `qwen-image-edit-2511-multiple-angles-lora.safetensors` | LoRA weights |
| `comfyui-workflow-multiple-angles.json` | ComfyUI workflow |
▶️ [**Try it live on fal.ai**](https://fal.ai/models/fal-ai/qwen-image-edit-2511-multiple-angles)
---
## Recommended Settings
- **LoRA Strength**: 0.8 - 1.0
- **Base Model**: [Qwen/Qwen-Image-Edit-2511](https://huggingface.co/Qwen/Qwen-Image-Edit-2511)
---
## Training Details
| Parameter | Value |
|-----------|-------|
| **Training Platform** | [fal.ai Qwen Image Edit 2511 Trainer](https://fal.ai/models/fal-ai/qwen-image-edit-2511-trainer) |
| **Base Model** | [Qwen/Qwen-Image-Edit-2511](https://huggingface.co/Qwen/Qwen-Image-Edit-2511) |
| **Training Data** | 3000+ Gaussian Splatting renders |
| **Camera Poses** | 96 unique positions (4×8×3) |
| **Data Source** | Synthetic 3D renders with precise camera control |
| **Dataset & Training** | Built 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
- [Qwen-Image-Edit-2511](https://huggingface.co/Qwen/Qwen-Image-Edit-2511) - Base model
- [Flux-2-Multi-Angles-LoRA-v2](https://huggingface.co/lovis93/Flux-2-Multi-Angles-LoRA-v2) - Multi-angle for Flux (72 poses)
- [next-scene-qwen-image-lora](https://huggingface.co/lovis93/next-scene-qwen-image-lora)
---
## Author
Built by **Lovis Odin** ([@lovis93](https://huggingface.co/lovis93) • [@odinlovis](https://x.com/odinlovis)) at [fal](https://fal.ai)
Trained using [fal Qwen Image Edit 2511 Trainer](https://fal.ai/models/fal-ai/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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