Характеристики

Размер весов: 295 МБ
Лицензия: Apache 2.0
Базовая модель: Qwen-Image-Edit-2511
Библиотека: diffusers
Опубликована: 9 мар 2026

Ссылки

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

Преобразование изображенийИзображение, текст → изображение3 профессии

Qwen-Image-Edit-2511-Multiple-Angles-LoRA — адаптер LoRA для модели Qwen/Qwen-Image-Edit-2511, разработанный wan-world при участии fal.ai.

855скачиваний за 30 дней1лайквеса обновлены9 мар 2026

Бенчмарки

Как модель справилась с задачами пользователей ailist и что о ней публикуют открытые лидерборды

Публичные оценки

Из открытых лидербордов. Сравнивайте результаты одного теста при одинаковых условиях — отсутствие оценки не значит, что модель хуже.

В подключённых источниках результатов для этой модели пока нет.

Что умеет модель

Описание составлено по карточке модели и метаданным Hugging Face

Модель предназначена для редактирования изображений и управления ракурсом камеры в сценариях image-to-image с использованием библиотеки Diffusers.

Адаптер поддерживает 96 вариантов положения камеры: 8 азимутов, 4 угла возвышения и 3 дистанции съёмки. Он обучен более чем на 3000 парах данных, созданных с использованием Gaussian Splatting, что ориентировано на согласованное пространственное представление объектов. Поддерживаются фронтальные, боковые и задние ракурсы, низкая съёмка с углом −30°, съёмка на уровне глаз, повышенный и высокий ракурсы, а также планы от крупного до общего. Для управления используется специальный формат промпта с токеном <sks> и англоязычными описаниями направления, высоты и дистанции.

Сильная сторона модели — специализированный контроль точного ракурса, включая низкие углы и различные дистанции. Ограничения явно не описаны; для работы требуется базовая модель Qwen-Image-Edit-2511 и корректное использование рекомендованного формата промптов. Модель распространяется по лицензии Apache-2.0.

Для каких профессий подходит3

Разделы каталога профессий, в задачах которых используется эта модель

Все профессии

IV.9Отраслевые задачиМедиа, журналистика, культура, архивы и игрыAI помогает создавать, искать, сохранять и персонализировать медиа, культурный и игровой контент.44 задачи14 938моделей IV.1Отраслевые задачиРитейл, электронная коммерция и fashion-techAI помогает управлять ассортиментом, покупательским опытом и эффективностью торговых операций.29 задач5 934модели II.10Разработка и данныеРазработка и эксплуатация AI/ML-системAI помогает создавать, оценивать, развёртывать и контролировать AI/ML-системы на всём жизненном цикле.30 задач49 000моделей

Карточка модели

README от автора на Hugging Face, как он его опубликовал

Открыть на Hugging Face

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

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

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)

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)

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)

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)

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

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

Recommended Settings

LoRA Strength: 0.8 - 1.0
Base Model: Qwen/Qwen-Image-Edit-2511

Training Details

Parameter	Value
Training Platform	fal.ai Qwen Image Edit 2511 Trainer
Base Model	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

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

Related Work

Qwen-Image-Edit-2511 - Base model
Flux-2-Multi-Angles-LoRA-v2 - Multi-angle for Flux (72 poses)
next-scene-qwen-image-lora

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

Как запустить

На своей GPU в ailist. Цена — по текущим предложениям провайдеров

GPU в ailist

Универсальный рантайм · diffusers

Нельзя запустить

Модели «картинка → картинка» пока не запускаются: нужен ввод изображения для diffusion.

Ревизия весов: d18c50a