| --- |
| 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 |
|
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|  |
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|  |
|
|
| --- |
|
|
| ## 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 |
|
|