Learn-skills.dev image-to-video
install
source · Clone the upstream repo
git clone https://github.com/NeverSight/learn-skills.dev
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/NeverSight/learn-skills.dev "$T" && mkdir -p ~/.claude/skills && cp -r "$T/data/skills-md/1nf-sh/skills/image-to-video" ~/.claude/skills/neversight-learn-skills-dev-image-to-video && rm -rf "$T"
manifest:
data/skills-md/1nf-sh/skills/image-to-video/SKILL.mdsource content
Image to Video
Convert still images to animated videos via inference.sh CLI.
Quick Start
curl -fsSL https://cli.inference.sh | sh && infsh login # Generate a still image infsh app run falai/flux-dev-lora --input '{ "prompt": "serene mountain lake at sunset, snow-capped peaks reflected in still water, golden hour light, landscape photography", "width": 1248, "height": 832 }' # Animate it infsh app run falai/wan-2-5-i2v --input '{ "prompt": "gentle ripples on the lake surface, clouds slowly drifting, warm light shifting, birds flying in the distance", "image": "path/to/lake-image.png" }'
Model Selection
| Model | App ID | Best For | Motion Style |
|---|---|---|---|
| Wan 2.5 i2v | | Realistic motion, natural movement | Photorealistic, subtle |
| Seedance 1.5 Pro | | Stylized, creative, animation-like | Artistic, expressive |
| Seedance 1.0 Pro | | General purpose, good quality | Balanced |
| Fabric 1.0 | | Cloth, fabric, liquid, flowing materials | Physics-based flow |
| Grok Imagine Video | | General animation, text-guided | Versatile |
When to Use Each
| Scenario | Best Model | Why |
|---|---|---|
| Landscape with water/clouds | Wan 2.5 i2v | Best at natural, realistic motion |
| Portrait with subtle expression | Wan 2.5 i2v | Maintains face fidelity |
| Product with fabric/cloth | Fabric 1.0 | Specialized in material physics |
| Flag waving, curtain flowing | Fabric 1.0 | Cloth simulation |
| Illustrated/artistic image | Seedance | Matches stylized content |
| General "bring to life" | Seedance 1.5 Pro | Good all-rounder |
| Quick test/iteration | Seedance 1.0 Lite | Fastest, 720p |
Motion Types
Camera Movement
| Movement | Prompt Keyword | Effect |
|---|---|---|
| Push in / Dolly forward | "slow dolly forward", "camera pushes in" | Increasing intimacy/focus |
| Pull out / Dolly back | "camera pulls back", "slow zoom out" | Reveal, context |
| Pan left/right | "camera pans slowly to the right" | Scanning, following |
| Tilt up/down | "camera tilts upward" | Revealing height |
| Orbit | "camera orbits around the subject" | 3D exploration |
| Crane up | "camera rises upward" | Grand reveal |
| Static | (no camera movement prompt) | Subject motion only |
Subject Motion
| Type | Prompt Examples |
|---|---|
| Natural elements | "water rippling", "clouds drifting", "leaves rustling in breeze" |
| Hair/clothing | "hair blowing gently in wind", "dress fabric flowing" |
| Atmospheric | "fog slowly rolling", "dust particles floating in light beams" |
| Character | "person slowly turns to camera", "subtle breathing motion" |
| Mechanical | "gears turning", "clock hands moving" |
| Liquid | "coffee steam rising", "paint dripping", "water pouring" |
Prompting Best Practices
The Golden Rule: Subtle > Dramatic
AI video models produce better results with gentle, subtle motion than dramatic action. Requesting too much movement causes distortion and artifacts.
❌ "person running and jumping over obstacles while the camera spins" ✅ "person slowly walking forward, gentle breeze, camera follows alongside" ❌ "explosion with debris flying everywhere" ✅ "candle flame flickering gently, warm ambient light shifting" ❌ "fast zoom into the eyes with dramatic camera shake" ✅ "slow dolly forward toward the subject, subtle focus shift"
Prompt Structure
[Camera movement] + [Subject motion] + [Atmospheric effects] + [Mood/pace]
Examples by Scenario
# Landscape animation infsh app run falai/wan-2-5-i2v --input '{ "prompt": "gentle camera pan right, water reflecting moving clouds, trees swaying slightly in breeze, warm golden light, peaceful and slow", "image": "landscape.png" }' # Portrait animation infsh app run falai/wan-2-5-i2v --input '{ "prompt": "subtle breathing motion, slight head turn, natural eye blink, hair moving gently, soft ambient lighting shifts", "image": "portrait.png" }' # Product shot animation infsh app run bytedance/seedance-1-5-pro --input '{ "prompt": "slow 360 degree orbit around the product, gentle spotlight movement, subtle reflections shifting, premium product showcase, smooth motion", "image": "product.png" }' # Fabric/cloth animation infsh app run falai/fabric-1-0 --input '{ "prompt": "fabric flowing and rippling in gentle wind, natural cloth physics, soft movement", "image": "fabric-scene.png" }' # Architectural visualization infsh app run falai/wan-2-5-i2v --input '{ "prompt": "slow dolly forward through the entrance, slight camera tilt upward, ambient light filtering through windows, dust particles in light beams", "image": "building-interior.png" }'
Duration Guidelines
| Duration | Quality | Use For |
|---|---|---|
| 2-3 seconds | Highest quality | GIFs, looping backgrounds, cinemagraphs |
| 4-5 seconds | High quality | Social media posts, product reveals |
| 6-8 seconds | Good quality | Short clips, transitions |
| 10+ seconds | Quality degrades | Avoid unless stitching shorter clips |
Extending Duration
For longer videos, generate multiple short clips and stitch:
# Generate 3 clips from the same image with progressive motion infsh app run falai/wan-2-5-i2v --input '{ "prompt": "slow pan left, gentle water motion", "image": "scene.png" }' --no-wait infsh app run falai/wan-2-5-i2v --input '{ "prompt": "continuing pan, clouds shifting, light changing", "image": "scene.png" }' --no-wait # Stitch together infsh app run infsh/media-merger --input '{ "media": ["clip1.mp4", "clip2.mp4"] }'
The Full Workflow
Still-to-Final-Video Pipeline
# 1. Generate source image (best quality) infsh app run bytedance/seedream-4-5 --input '{ "prompt": "cinematic landscape, misty mountains at dawn, lake in foreground, dramatic clouds, golden hour, 4K quality, professional photography", "size": "2K" }' # 2. Animate the image infsh app run falai/wan-2-5-i2v --input '{ "prompt": "gentle mist rolling through the valley, lake surface rippling, clouds slowly moving, birds in distance, warm light shifting", "image": "landscape.png" }' # 3. Upscale video if needed infsh app run falai/topaz-video-upscaler --input '{ "video": "animated-landscape.mp4" }' # 4. Add ambient audio infsh app run infsh/hunyuanvideo-foley --input '{ "video": "animated-landscape.mp4", "prompt": "gentle nature ambience, distant birds, soft wind, water lapping" }' # 5. Merge video with audio infsh app run infsh/video-audio-merger --input '{ "video": "upscaled-landscape.mp4", "audio": "ambient-audio.mp3" }'
Cinemagraph Effect
A cinemagraph is a still photo where only one element moves (e.g., waterfall moving in an otherwise frozen scene). To achieve this:
- Generate the still image with the motion element clearly defined
- Prompt for motion only in that specific element
- Keep to 2-4 seconds for seamless looping
infsh app run falai/wan-2-5-i2v --input '{ "prompt": "only the waterfall is moving, everything else remains perfectly still, water cascading smoothly, rest of scene frozen", "image": "waterfall-scene.png" }'
Common Mistakes
| Mistake | Problem | Fix |
|---|---|---|
| Too much motion requested | Distortion, artifacts, warping | Subtle > dramatic, always |
| Wrong model for content type | Poor results | Use selection guide above |
| Clips too long (10s+) | Quality degrades significantly | Keep to 3-5 seconds, stitch if needed |
| No camera movement specified | Random/unpredictable motion | Always specify camera behavior |
| Conflicting motion directions | Chaotic, unnatural | One primary motion direction |
| Low-res source image | Low-res video output | Start with highest quality source |
| Complex action scenes | Models can't handle | Keep motion simple and natural |
Related Skills
npx skills add inferencesh/skills@ai-video-generation npx skills add inferencesh/skills@ai-image-generation npx skills add inferencesh/skills@video-prompting-guide npx skills add inferencesh/skills@prompt-engineering
Browse all apps:
infsh app list