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lora-support

Wan 2.2 Image-To-Video 720P Ultra-Fast With LoRA Support

wavespeed-ai/wan-2.2/i2v-720p-lora-ultra-fast

Wan 2.2 i2v 720P is an ultra-fast Image-to-Video model that generates unlimited AI videos and supports custom LoRAs for personalized outputs. Ready-to-use REST inference API, best performance, no coldstarts, affordable pricing.

Input

Hint: You can drag and drop a file or click to upload

preview

Hint: You can drag and drop a file or click to upload

Idle

Votre requête coûtera $0.15 par exécution.

Pour $10 vous pouvez exécuter ce modèle environ 66 fois.

ExemplesTout voir

README

Wan 2.2 Image-to-Video 720p LoRA Ultra Fast

Generate customized 720p videos from images with LoRA support using Wan 2.2 Ultra Fast. This powerful model allows you to apply custom LoRA adapters for unique styles, characters, and effects — with three different noise-level options for precise control over how LoRAs influence your output.

Why It Looks Great

  • LoRA support: Apply up to 3 custom LoRAs each for standard, high-noise, and low-noise stages.
  • Ultra-fast generation: Optimized for speed without sacrificing quality.
  • Start-to-end interpolation: Optionally provide a last frame for smooth transitions.
  • 720p HD output: Sharp, clean video quality for most digital platforms.
  • Negative prompt support: Exclude unwanted elements for precise control.
  • Prompt Enhancer: Built-in tool to refine your motion descriptions automatically.
  • Safety Checker: Optional content filtering for appropriate output.

Parameters

ParameterRequiredDescription
imageYesSource/starting image to animate (upload or public URL).
promptYesText description of the motion and action you want.
negative_promptNoElements to avoid in the generated video.
last_imageNoOptional ending frame for start-to-end interpolation (upload or URL).
durationNoVideo length: 5 or 8 seconds. Default: 5.
lorasNoStandard LoRA adapters to apply (up to 3).
high_noise_lorasNoLoRAs applied during high-noise denoising stages (up to 3).
low_noise_lorasNoLoRAs applied during low-noise denoising stages (up to 3).
seedNoRandom seed for reproducibility. Use -1 for random.
Enable Safety CheckerNoToggle content safety filtering.

How to Use

  1. Upload your starting image — drag and drop or paste a public URL.
  2. Write your prompt — describe the motion, style, and action in detail.
  3. Use Prompt Enhancer (optional) — click to enrich your motion description.
  4. Add negative prompt (optional) — specify elements to exclude.
  5. Upload last image (optional) — add an ending frame for interpolation effects.
  6. Set duration — choose 5 or 8 seconds.
  7. Add LoRAs (optional) — click "+ Add Item" to include custom LoRA adapters.
  8. Set seed (optional) — for reproducible results.
  9. Run — click the button to generate.
  10. Download — preview and save your video.

Pricing

Per 5-second billing based on duration.

DurationCalculationCost
5 seconds5 ÷ 5 × $0.15$0.15
8 seconds8 ÷ 5 × $0.15$0.24

Volume Examples

VideosDurationTotal Cost
105s$1.50
108s$2.40
505s$7.50
508s$12.00

Understanding LoRA Options

This model provides three different LoRA slots that affect different stages of the generation process:

LoRA TypeWhen AppliedBest ForMax Count
lorasThroughout generationGeneral style, character consistency3
high_noise_lorasEarly denoising (high noise)Overall composition, major style elements3
low_noise_lorasLate denoising (low noise)Fine details, textures, finishing touches3

LoRA Strategy Tips

  • Single style: Use standard loras for consistent style throughout.
  • Layered control: Combine high_noise for composition + low_noise for details.
  • Character + Style: Use one slot for character LoRA, another for style LoRA.

Best Use Cases

  • Custom Character Animation — Apply character LoRAs to maintain consistent identity.
  • Unique Art Styles — Use style LoRAs for distinctive visual aesthetics.
  • Brand-Specific Content — Apply trained LoRAs for consistent brand visuals.
  • Creative Experimentation — Combine multiple LoRAs for unique hybrid effects.
  • Rapid Style Testing — Ultra-fast generation for quick LoRA iteration.

Example Prompts

  • "A street musician plays a violin under a dripping canopy as rain pours around him. Wet pavement reflects neon signs. His soaked clothes cling to him as he sways to the melody. Close-up on fingers and expression. Emotional, rain-soaked urban realism."
  • "Character walks through a fantasy forest, magical particles floating around, ethereal lighting"
  • "Subject turns toward camera with dramatic lighting, cinematic color grading"
  • "Dynamic action pose with motion blur, stylized animation aesthetic"
  • "Gentle portrait movement, soft bokeh background, dreamy atmosphere"

Pro Tips for Best Results

  • Start without LoRAs to establish a baseline, then add them incrementally.
  • Use high_noise_loras for major style/composition changes, low_noise_loras for subtle refinements.
  • Don't overload with LoRAs — sometimes 1-2 well-chosen LoRAs work better than many.
  • Match your prompt language to the LoRA's training — use trigger words if applicable.
  • Test LoRA combinations at 5s duration before committing to longer generations.
  • Use negative prompts to counteract unwanted LoRA artifacts.

How to Use LoRAs

For detailed guides on using and training custom LoRAs:

Notes

  • If using URLs for images, ensure they are publicly accessible. Preview thumbnails confirm successful loading.
  • Each LoRA slot (loras, high_noise_loras, low_noise_loras) supports up to 3 LoRAs.
  • LoRA effects are cumulative — adding more LoRAs increases their combined influence.
  • Enable Safety Checker for content that will be publicly shared.
  • Processing remains ultra-fast even with multiple LoRAs applied.