Duplicate from fal/Qwen-Image-Edit-2511-Multiple-Angles-LoRA
Browse filesCo-authored-by: Lovis Odin <lovis93@users.noreply.huggingface.co>
- .gitattributes +38 -0
- README.md +372 -0
- all_animations_combined.gif +3 -0
- comfyui-workflow-multiple-angles.json +1170 -0
- poses_96_animated.gif +3 -0
- poses_96_distance_comparison.png +3 -0
- qwen-image-edit-2511-multiple-angles-lora.safetensors +3 -0
.gitattributes
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saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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poses_96_animated.gif filter=lfs diff=lfs merge=lfs -text
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poses_96_distance_comparison.png filter=lfs diff=lfs merge=lfs -text
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README.md
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| 1 |
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---
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| 2 |
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license: apache-2.0
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| 3 |
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base_model: Qwen/Qwen-Image-Edit-2511
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| 4 |
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tags:
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| 5 |
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- qwen
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| 6 |
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- qwen-image-edit
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| 7 |
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- qwen-image-edit-2511
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| 8 |
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- lora
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| 9 |
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- multi-angle
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| 10 |
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- camera-angles
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| 11 |
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- camera-control
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| 12 |
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- image-editing
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| 13 |
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- image-to-image
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| 14 |
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- gaussian-splatting
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| 15 |
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- diffusers
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| 16 |
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- fal
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| 17 |
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language:
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| 18 |
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- en
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| 19 |
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pipeline_tag: image-to-image
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| 20 |
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library_name: diffusers
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| 21 |
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---
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| 22 |
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| 23 |
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# Qwen-Image-Edit-2511-Multiple-Angles-LoRA
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| 24 |
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|
| 25 |
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> **Multi-angle camera control LoRA for Qwen-Image-Edit-2511**
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| 26 |
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>
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| 27 |
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> 96 camera positions • Trained on 3000+ Gaussian Splatting renders • Built with [fal.ai](https://fal.ai)
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| 28 |
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| 29 |
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---
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| 30 |
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| 31 |
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## Results
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| 32 |
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| 33 |
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| 34 |
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| 35 |
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---
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| 36 |
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| 37 |
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## Highlights
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| 38 |
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| 39 |
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| Feature | Details |
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| 40 |
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|---------|---------|
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| 41 |
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| **96 Camera Poses** | 4 elevations × 8 azimuths × 3 distances |
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| 42 |
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| **3000+ Training Pairs** | Massive dataset for maximum precision |
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| 43 |
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| **Gaussian Splatting Data** | High-quality 3D-consistent renders |
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| 44 |
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| **Low-Angle Support** | Proper low-angle (-30°) camera control |
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| 45 |
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| **Extensively Tested** | More iterations and quality checks |
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| 46 |
+
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| 47 |
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---
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| 48 |
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| 49 |
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## Camera System Diagrams
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| 50 |
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| 51 |
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| 52 |
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| 53 |
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| 54 |
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| 55 |
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---
|
| 56 |
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| 57 |
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## Why This LoRA?
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| 58 |
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| 59 |
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**This is the first multi-angle camera control LoRA for [Qwen-Image-Edit-2511](https://huggingface.co/Qwen/Qwen-Image-Edit-2511).**
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| 60 |
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|
| 61 |
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While Qwen-Image-Edit-2511 has built-in viewpoint capabilities, this LoRA provides:
|
| 62 |
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| 63 |
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- **96 precise camera poses** - Exact control over camera position
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| 64 |
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- **3000+ training pairs** - Massive dataset for maximum accuracy
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| 65 |
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- **Gaussian Splatting data** - 3D-consistent training for better spatial understanding
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| 66 |
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- **Low-angle excellence** - Proper support for ground-level and low camera positions (-30°)
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| 67 |
+
|
| 68 |
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---
|
| 69 |
+
|
| 70 |
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## Prompt Format
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| 71 |
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|
| 72 |
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```
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| 73 |
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<sks> [azimuth] [elevation] [distance]
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| 74 |
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```
|
| 75 |
+
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| 76 |
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### Quick Examples
|
| 77 |
+
|
| 78 |
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```
|
| 79 |
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<sks> front view eye-level shot medium shot
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| 80 |
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<sks> right side view high-angle shot close-up
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| 81 |
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<sks> back view low-angle shot wide shot
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| 82 |
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<sks> front-left quarter view elevated shot medium shot
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| 83 |
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```
|
| 84 |
+
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| 85 |
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---
|
| 86 |
+
|
| 87 |
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## 96 Camera Positions
|
| 88 |
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|
| 89 |
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**4 Elevations × 8 Azimuths × 3 Distances = 96 Poses**
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| 90 |
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|
| 91 |
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### Azimuths (Horizontal Rotation)
|
| 92 |
+
|
| 93 |
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```
|
| 94 |
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0°
|
| 95 |
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(front view)
|
| 96 |
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│
|
| 97 |
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315° │ 45°
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| 98 |
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(front-left) │ (front-right)
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| 99 |
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╲ │ ╱
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| 100 |
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╲ │ ╱
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| 101 |
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╲ │ ╱
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| 102 |
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270° ─────────────── ● ─────────────── 90°
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| 103 |
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(left side) OBJECT (right side)
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| 104 |
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╱ │ ╲
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| 105 |
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╱ │ ╲
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| 106 |
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╱ │ ╲
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| 107 |
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225° │ 135°
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| 108 |
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(back-left) │ (back-right)
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| 109 |
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│
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| 110 |
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180°
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| 111 |
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(back view)
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| 112 |
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```
|
| 113 |
+
|
| 114 |
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| Angle | Descriptor |
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| 115 |
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|-------|------------|
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| 116 |
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| 0° | `front view` |
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| 117 |
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| 45° | `front-right quarter view` |
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| 118 |
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| 90° | `right side view` |
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| 119 |
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| 135° | `back-right quarter view` |
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| 120 |
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| 180° | `back view` |
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| 121 |
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| 225° | `back-left quarter view` |
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| 122 |
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| 270° | `left side view` |
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| 123 |
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| 315° | `front-left quarter view` |
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| 124 |
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| 125 |
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### Elevations (Vertical Angle)
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| 126 |
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|
| 127 |
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| Angle | Descriptor | Description |
|
| 128 |
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|-------|------------|-------------|
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| 129 |
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| -30° | `low-angle shot` | Camera below, looking up |
|
| 130 |
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| 0° | `eye-level shot` | Camera at object level |
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| 131 |
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| 30° | `elevated shot` | Camera slightly above |
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| 132 |
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| 60° | `high-angle shot` | Camera high, looking down |
|
| 133 |
+
|
| 134 |
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### Distances
|
| 135 |
+
|
| 136 |
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| Factor | Descriptor | Usage |
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| 137 |
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|--------|------------|-------|
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| 138 |
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| ×0.6 | `close-up` | Details, textures |
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| 139 |
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| ×1.0 | `medium shot` | Balanced, standard |
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| 140 |
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| ×1.8 | `wide shot` | Context, environment |
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| 141 |
+
|
| 142 |
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---
|
| 143 |
+
|
| 144 |
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## All 96 Prompts Reference
|
| 145 |
+
|
| 146 |
+
### CLOSE-UP (32 prompts)
|
| 147 |
+
|
| 148 |
+
<details>
|
| 149 |
+
<summary>Click to expand</summary>
|
| 150 |
+
|
| 151 |
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**Low-angle (-30°)**
|
| 152 |
+
```
|
| 153 |
+
<sks> front view low-angle shot close-up
|
| 154 |
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<sks> front-right quarter view low-angle shot close-up
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| 155 |
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<sks> right side view low-angle shot close-up
|
| 156 |
+
<sks> back-right quarter view low-angle shot close-up
|
| 157 |
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<sks> back view low-angle shot close-up
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| 158 |
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<sks> back-left quarter view low-angle shot close-up
|
| 159 |
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<sks> left side view low-angle shot close-up
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| 160 |
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<sks> front-left quarter view low-angle shot close-up
|
| 161 |
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```
|
| 162 |
+
|
| 163 |
+
**Eye-level (0°)**
|
| 164 |
+
```
|
| 165 |
+
<sks> front view eye-level shot close-up
|
| 166 |
+
<sks> front-right quarter view eye-level shot close-up
|
| 167 |
+
<sks> right side view eye-level shot close-up
|
| 168 |
+
<sks> back-right quarter view eye-level shot close-up
|
| 169 |
+
<sks> back view eye-level shot close-up
|
| 170 |
+
<sks> back-left quarter view eye-level shot close-up
|
| 171 |
+
<sks> left side view eye-level shot close-up
|
| 172 |
+
<sks> front-left quarter view eye-level shot close-up
|
| 173 |
+
```
|
| 174 |
+
|
| 175 |
+
**Elevated (30°)**
|
| 176 |
+
```
|
| 177 |
+
<sks> front view elevated shot close-up
|
| 178 |
+
<sks> front-right quarter view elevated shot close-up
|
| 179 |
+
<sks> right side view elevated shot close-up
|
| 180 |
+
<sks> back-right quarter view elevated shot close-up
|
| 181 |
+
<sks> back view elevated shot close-up
|
| 182 |
+
<sks> back-left quarter view elevated shot close-up
|
| 183 |
+
<sks> left side view elevated shot close-up
|
| 184 |
+
<sks> front-left quarter view elevated shot close-up
|
| 185 |
+
```
|
| 186 |
+
|
| 187 |
+
**High-angle (60°)**
|
| 188 |
+
```
|
| 189 |
+
<sks> front view high-angle shot close-up
|
| 190 |
+
<sks> front-right quarter view high-angle shot close-up
|
| 191 |
+
<sks> right side view high-angle shot close-up
|
| 192 |
+
<sks> back-right quarter view high-angle shot close-up
|
| 193 |
+
<sks> back view high-angle shot close-up
|
| 194 |
+
<sks> back-left quarter view high-angle shot close-up
|
| 195 |
+
<sks> left side view high-angle shot close-up
|
| 196 |
+
<sks> front-left quarter view high-angle shot close-up
|
| 197 |
+
```
|
| 198 |
+
|
| 199 |
+
</details>
|
| 200 |
+
|
| 201 |
+
### MEDIUM SHOT (32 prompts)
|
| 202 |
+
|
| 203 |
+
<details>
|
| 204 |
+
<summary>Click to expand</summary>
|
| 205 |
+
|
| 206 |
+
**Low-angle (-30°)**
|
| 207 |
+
```
|
| 208 |
+
<sks> front view low-angle shot medium shot
|
| 209 |
+
<sks> front-right quarter view low-angle shot medium shot
|
| 210 |
+
<sks> right side view low-angle shot medium shot
|
| 211 |
+
<sks> back-right quarter view low-angle shot medium shot
|
| 212 |
+
<sks> back view low-angle shot medium shot
|
| 213 |
+
<sks> back-left quarter view low-angle shot medium shot
|
| 214 |
+
<sks> left side view low-angle shot medium shot
|
| 215 |
+
<sks> front-left quarter view low-angle shot medium shot
|
| 216 |
+
```
|
| 217 |
+
|
| 218 |
+
**Eye-level (0°)** — Reference pose: `front view eye-level shot medium shot`
|
| 219 |
+
```
|
| 220 |
+
<sks> front view eye-level shot medium shot
|
| 221 |
+
<sks> front-right quarter view eye-level shot medium shot
|
| 222 |
+
<sks> right side view eye-level shot medium shot
|
| 223 |
+
<sks> back-right quarter view eye-level shot medium shot
|
| 224 |
+
<sks> back view eye-level shot medium shot
|
| 225 |
+
<sks> back-left quarter view eye-level shot medium shot
|
| 226 |
+
<sks> left side view eye-level shot medium shot
|
| 227 |
+
<sks> front-left quarter view eye-level shot medium shot
|
| 228 |
+
```
|
| 229 |
+
|
| 230 |
+
**Elevated (30°)**
|
| 231 |
+
```
|
| 232 |
+
<sks> front view elevated shot medium shot
|
| 233 |
+
<sks> front-right quarter view elevated shot medium shot
|
| 234 |
+
<sks> right side view elevated shot medium shot
|
| 235 |
+
<sks> back-right quarter view elevated shot medium shot
|
| 236 |
+
<sks> back view elevated shot medium shot
|
| 237 |
+
<sks> back-left quarter view elevated shot medium shot
|
| 238 |
+
<sks> left side view elevated shot medium shot
|
| 239 |
+
<sks> front-left quarter view elevated shot medium shot
|
| 240 |
+
```
|
| 241 |
+
|
| 242 |
+
**High-angle (60°)**
|
| 243 |
+
```
|
| 244 |
+
<sks> front view high-angle shot medium shot
|
| 245 |
+
<sks> front-right quarter view high-angle shot medium shot
|
| 246 |
+
<sks> right side view high-angle shot medium shot
|
| 247 |
+
<sks> back-right quarter view high-angle shot medium shot
|
| 248 |
+
<sks> back view high-angle shot medium shot
|
| 249 |
+
<sks> back-left quarter view high-angle shot medium shot
|
| 250 |
+
<sks> left side view high-angle shot medium shot
|
| 251 |
+
<sks> front-left quarter view high-angle shot medium shot
|
| 252 |
+
```
|
| 253 |
+
|
| 254 |
+
</details>
|
| 255 |
+
|
| 256 |
+
### WIDE SHOT (32 prompts)
|
| 257 |
+
|
| 258 |
+
<details>
|
| 259 |
+
<summary>Click to expand</summary>
|
| 260 |
+
|
| 261 |
+
**Low-angle (-30°)**
|
| 262 |
+
```
|
| 263 |
+
<sks> front view low-angle shot wide shot
|
| 264 |
+
<sks> front-right quarter view low-angle shot wide shot
|
| 265 |
+
<sks> right side view low-angle shot wide shot
|
| 266 |
+
<sks> back-right quarter view low-angle shot wide shot
|
| 267 |
+
<sks> back view low-angle shot wide shot
|
| 268 |
+
<sks> back-left quarter view low-angle shot wide shot
|
| 269 |
+
<sks> left side view low-angle shot wide shot
|
| 270 |
+
<sks> front-left quarter view low-angle shot wide shot
|
| 271 |
+
```
|
| 272 |
+
|
| 273 |
+
**Eye-level (0°)**
|
| 274 |
+
```
|
| 275 |
+
<sks> front view eye-level shot wide shot
|
| 276 |
+
<sks> front-right quarter view eye-level shot wide shot
|
| 277 |
+
<sks> right side view eye-level shot wide shot
|
| 278 |
+
<sks> back-right quarter view eye-level shot wide shot
|
| 279 |
+
<sks> back view eye-level shot wide shot
|
| 280 |
+
<sks> back-left quarter view eye-level shot wide shot
|
| 281 |
+
<sks> left side view eye-level shot wide shot
|
| 282 |
+
<sks> front-left quarter view eye-level shot wide shot
|
| 283 |
+
```
|
| 284 |
+
|
| 285 |
+
**Elevated (30°)**
|
| 286 |
+
```
|
| 287 |
+
<sks> front view elevated shot wide shot
|
| 288 |
+
<sks> front-right quarter view elevated shot wide shot
|
| 289 |
+
<sks> right side view elevated shot wide shot
|
| 290 |
+
<sks> back-right quarter view elevated shot wide shot
|
| 291 |
+
<sks> back view elevated shot wide shot
|
| 292 |
+
<sks> back-left quarter view elevated shot wide shot
|
| 293 |
+
<sks> left side view elevated shot wide shot
|
| 294 |
+
<sks> front-left quarter view elevated shot wide shot
|
| 295 |
+
```
|
| 296 |
+
|
| 297 |
+
**High-angle (60°)**
|
| 298 |
+
```
|
| 299 |
+
<sks> front view high-angle shot wide shot
|
| 300 |
+
<sks> front-right quarter view high-angle shot wide shot
|
| 301 |
+
<sks> right side view high-angle shot wide shot
|
| 302 |
+
<sks> back-right quarter view high-angle shot wide shot
|
| 303 |
+
<sks> back view high-angle shot wide shot
|
| 304 |
+
<sks> back-left quarter view high-angle shot wide shot
|
| 305 |
+
<sks> left side view high-angle shot wide shot
|
| 306 |
+
<sks> front-left quarter view high-angle shot wide shot
|
| 307 |
+
```
|
| 308 |
+
|
| 309 |
+
</details>
|
| 310 |
+
|
| 311 |
+
---
|
| 312 |
+
|
| 313 |
+
## Files
|
| 314 |
+
|
| 315 |
+
| File | Description |
|
| 316 |
+
|------|-------------|
|
| 317 |
+
| `qwen-image-edit-2511-multiple-angles-lora.safetensors` | LoRA weights |
|
| 318 |
+
| `comfyui-workflow-multiple-angles.json` | ComfyUI workflow |
|
| 319 |
+
|
| 320 |
+
▶️ [**Try it live on fal.ai**](https://fal.ai/models/fal-ai/qwen-image-edit-2511-multiple-angles)
|
| 321 |
+
|
| 322 |
+
---
|
| 323 |
+
|
| 324 |
+
## Recommended Settings
|
| 325 |
+
|
| 326 |
+
- **LoRA Strength**: 0.8 - 1.0
|
| 327 |
+
- **Base Model**: [Qwen/Qwen-Image-Edit-2511](https://huggingface.co/Qwen/Qwen-Image-Edit-2511)
|
| 328 |
+
|
| 329 |
+
---
|
| 330 |
+
|
| 331 |
+
## Training Details
|
| 332 |
+
|
| 333 |
+
| Parameter | Value |
|
| 334 |
+
|-----------|-------|
|
| 335 |
+
| **Training Platform** | [fal.ai Qwen Image Edit 2511 Trainer](https://fal.ai/models/fal-ai/qwen-image-edit-2511-trainer) |
|
| 336 |
+
| **Base Model** | [Qwen/Qwen-Image-Edit-2511](https://huggingface.co/Qwen/Qwen-Image-Edit-2511) |
|
| 337 |
+
| **Training Data** | 3000+ Gaussian Splatting renders |
|
| 338 |
+
| **Camera Poses** | 96 unique positions (4×8×3) |
|
| 339 |
+
| **Data Source** | Synthetic 3D renders with precise camera control |
|
| 340 |
+
| **Dataset & Training** | Built by Lovis Odin at fal |
|
| 341 |
+
|
| 342 |
+
---
|
| 343 |
+
|
| 344 |
+
## Tips for Best Results
|
| 345 |
+
|
| 346 |
+
1. **Use the exact prompt format** - `<sks>` trigger is essential
|
| 347 |
+
2. **Respect the order** - `[azimuth] [elevation] [distance]`
|
| 348 |
+
3. **Start with LoRA strength 0.9** - Adjust based on results
|
| 349 |
+
4. **Try low-angle shots** - This LoRA excels at low camera positions (-30°)
|
| 350 |
+
5. **Input image matters** - Clear subjects with good lighting work best
|
| 351 |
+
|
| 352 |
+
---
|
| 353 |
+
|
| 354 |
+
## Related Work
|
| 355 |
+
|
| 356 |
+
- [Qwen-Image-Edit-2511](https://huggingface.co/Qwen/Qwen-Image-Edit-2511) - Base model
|
| 357 |
+
- [Flux-2-Multi-Angles-LoRA-v2](https://huggingface.co/lovis93/Flux-2-Multi-Angles-LoRA-v2) - Multi-angle for Flux (72 poses)
|
| 358 |
+
- [next-scene-qwen-image-lora](https://huggingface.co/lovis93/next-scene-qwen-image-lora)
|
| 359 |
+
|
| 360 |
+
---
|
| 361 |
+
|
| 362 |
+
## Author
|
| 363 |
+
|
| 364 |
+
Built by **Lovis Odin** ([@lovis93](https://huggingface.co/lovis93) • [@odinlovis](https://x.com/odinlovis)) at [fal](https://fal.ai)
|
| 365 |
+
|
| 366 |
+
Trained using [fal Qwen Image Edit 2511 Trainer](https://fal.ai/models/fal-ai/qwen-image-edit-2511-trainer)
|
| 367 |
+
|
| 368 |
+
---
|
| 369 |
+
|
| 370 |
+
**If you find this useful, please star the repo!**
|
| 371 |
+
|
| 372 |
+
**Issues?** Open a discussion in the Community tab
|
all_animations_combined.gif
ADDED
|
Git LFS Details
|
comfyui-workflow-multiple-angles.json
ADDED
|
@@ -0,0 +1,1170 @@
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| 1 |
+
{
|
| 2 |
+
"id": "ad18abd3-bdee-4f80-8fae-d15d4f845b9d",
|
| 3 |
+
"revision": 0,
|
| 4 |
+
"last_node_id": 112,
|
| 5 |
+
"last_link_id": 258,
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| 6 |
+
"nodes": [
|
| 7 |
+
{
|
| 8 |
+
"id": 94,
|
| 9 |
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"type": "ModelSamplingAuraFlow",
|
| 10 |
+
"pos": [
|
| 11 |
+
-223.70782588053316,
|
| 12 |
+
-456.0388345242205
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| 13 |
+
],
|
| 14 |
+
"size": [
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| 15 |
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270,
|
| 16 |
+
68.33333333333334
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| 17 |
+
],
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| 18 |
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"flags": {},
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| 19 |
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"order": 14,
|
| 20 |
+
"mode": 0,
|
| 21 |
+
"inputs": [
|
| 22 |
+
{
|
| 23 |
+
"name": "model",
|
| 24 |
+
"type": "MODEL",
|
| 25 |
+
"link": 228
|
| 26 |
+
}
|
| 27 |
+
],
|
| 28 |
+
"outputs": [
|
| 29 |
+
{
|
| 30 |
+
"name": "MODEL",
|
| 31 |
+
"type": "MODEL",
|
| 32 |
+
"links": [
|
| 33 |
+
231
|
| 34 |
+
]
|
| 35 |
+
}
|
| 36 |
+
],
|
| 37 |
+
"properties": {
|
| 38 |
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"cnr_id": "comfy-core",
|
| 39 |
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"ver": "0.5.1",
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| 40 |
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"Node name for S&R": "ModelSamplingAuraFlow",
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| 41 |
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"enableTabs": false,
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| 42 |
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"tabWidth": 65,
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| 43 |
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"tabXOffset": 10,
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| 44 |
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"hasSecondTab": false,
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"secondTabText": "Send Back",
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| 46 |
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"secondTabOffset": 80,
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| 47 |
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"secondTabWidth": 65
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| 48 |
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},
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| 49 |
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"widgets_values": [
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| 50 |
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3.1
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| 51 |
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]
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| 52 |
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},
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| 53 |
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{
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| 54 |
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"id": 96,
|
| 55 |
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"type": "FluxKontextMultiReferenceLatentMethod",
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| 56 |
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"pos": [
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| 57 |
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