Wan 2.1 I2V 480p LoRA Ultra Fast

Wan 2.1 I2V 480p LoRA Ultra Fast

Playground

Wan 2.1 i2v 480p Ultra-Fast generates unlimited image-to-video content at 480p, supporting custom LoRAs for style personalization. Ready-to-use REST inference API, best performance, no coldstarts, affordable pricing.

Features

Wan 2.1 I2V 480p LoRA Ultra Fast — wavespeed-ai/wan-2.1/i2v-480p-lora-ultra-fast

Wan 2.1 I2V 480p LoRA Ultra Fast is a fast, cost-efficient image-to-video model that animates a single reference image into a short clip guided by your prompt. It supports LoRA injection so you can enforce a specific motion/style/character look while keeping generation lightweight—great for rapid iteration, previews, and high-volume variants.

Key capabilities

• Image-to-video (I2V) generation at 480p
• Prompt-driven motion with coherent, image-anchored composition
• LoRA support for consistent style, motion patterns, or character look
• Tunable quality/speed via inference steps
• Great for quick drafts, storyboards, and large-scale A/B testing

Use cases

• Quick animation passes for key art, avatars, and character cards
• Motion experiments (e.g., 360° rotation, walk cycles, subtle facial motion) using LoRAs
• Fast concept validation for ads and social loops
• Batch generation of multiple motion variants from the same image
• Previews before re-running at higher resolution (720p/1080p)

Pricing

Inputs

• image (required): reference image that anchors subject and composition
• prompt (required): action + camera + motion intent
• loras (optional): LoRA items to apply (path + scale)

Parameters

• duration: clip length (commonly 5s or 10s)
• num_inference_steps: sampling steps (higher can improve motion coherence)
• guidance_scale: prompt adherence strength
• flow_shift: motion behavior tuning
• negative_prompt: what to avoid (blur, jitter, artifacts, low quality)
• seed: set for reproducible results (-1 for random)
• size: output size preset (e.g., 832×480)
• loras[].path: LoRA identifier (e.g., creator/name) or a safetensors URL
• loras[].scale: LoRA strength (start around 0.8–1.0)

Prompting guide (I2V)

Keep the prompt like a director note:

• Subject: what’s on screen
• Motion: what changes over time (spin, turn, step forward, hair movement)
• Camera: locked-off / slow push-in / orbit / handheld, etc.
• Constraints: “smooth motion”, “no camera shake”, “keep character consistent”

Example prompt

Felt doll standing on a grassy field. The doll slowly rotates for a full 360-degree turn with smooth motion, stable framing, no jitter. Soft daylight, shallow depth of field, gentle background bokeh.

# Submit the task
curl --location --request POST "https://api.wavespeed.ai/api/v3/wavespeed-ai/wan-2.1/i2v-480p-lora-ultra-fast" \
--header "Content-Type: application/json" \
--header "Authorization: Bearer ${WAVESPEED_API_KEY}" \
--data-raw '{
    "loras": [
        {
            "path": "Remade-AI/Rotate",
            "scale": 1
        }
    ],
    "size": "832*480",
    "num_inference_steps": 30,
    "duration": 5,
    "guidance_scale": 5,
    "flow_shift": 3,
    "seed": -1
}'

# Get the result
curl --location --request GET "https://api.wavespeed.ai/api/v3/predictions/${requestId}/result" \
--header "Authorization: Bearer ${WAVESPEED_API_KEY}"