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101-skills/superpowers

靜態圖像轉影片轉換指南:模型選擇、動畫提示與鏡頭運動。涵蓋 Wan 2.5 i2v、Seedance、Fabric、Grok Video,並說明何時使用哪一種。用途:為圖片添加動畫、從靜態圖像生成影片、添加動態效果、產品動畫。觸發關鍵字:image to video, i2v, animate image, still to video, add motion to image, image animation, photo to video, animate still, wan i2v, image2video, bring image to life, animate photo, motion from image。

superpowers 是什麼?

此技能是一份完整的靜態圖像轉影片轉換指南,專為使用 inference.sh CLI 的開發者與 AI 代理所設計。它詳細介紹了多款頂尖模型,包括 Wan 2.5 i2v(適合真實感動態)、Seedance 2.0(通用高品質)、Fabric 1.0(物理模擬)以及 Grok Imagine Video(文字引導動畫),並提供使用場景建議表,協助使用者根據內容類型選擇最佳模型。技能內容涵蓋系統性的提示詞結構(鏡頭運動 + 主體動態 + 大氣效果 + 氛圍/節奏)、各類動態類型(如推軌、橫搖、吊臂鏡頭)以及主體動態(自然元素、人物表情、液體等)的最佳實踐。此外,還提供完整的端到端工作流程,包括圖片生成、動畫製作、影片放大、音訊添加與合併,以及 Cinegraph 效果的實現方法。此技能支援 inference.sh 平台,並可透過 belt CLI 直接在終端機中執行對應的應用程式。

相容平台~Claude Code~Codex CLI~Cursor
npx skills add https://github.com/101-skills/superpowers/tree/HEAD/tools/video/image-to-video

在你喜歡的 AI 中提問

開啟一個已預先載入此 Agent Skill 的新對話。

說明文件

安裝 belt CLI 技能: npx skills add belt-sh/cli

圖片轉影片

透過 inference.sh CLI 將靜態圖像轉換為動畫影片。

快速開始

需安裝 inference.sh CLI (belt)。安裝說明

belt login

# 生成一張靜態圖片
belt 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
}'

# 為圖片添加動畫
belt 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"
}'

模型選擇

模型App ID最適合用途動態風格
Wan 2.5 i2vfalai/wan-2-5-i2v真實感動態、自然動作照片寫實、細膩
WAN-I2V (Pruna)pruna/wan-i2v經濟實惠、快速、480p/720p自然、高效率
Seedance 2.0bytedance/seedance-2-0最高 1080p、同步音訊、所有輸入類型多用途、高品質
Seedance 2.0 Fastbytedance/seedance-2-0-fast快速版本、功能相同多用途、快速
Fabric 1.0falai/fabric-1-0布料、織物、液體、流動材質基於物理的流動
Grok Imagine Videoxai/grok-imagine-video通用動畫、文字引導多用途

何時使用哪一種模型

情境最佳模型原因
有水面/雲朵的風景Wan 2.5 i2v最擅長自然、真實的動態
帶細膩表情的人物肖像Wan 2.5 i2v保持臉部真實度
含布料/織物的產品Fabric 1.0專精於材質物理
飄揚的旗幟、飄動的窗簾Fabric 1.0布料模擬
插畫/藝術風格圖片Seedance 2.0符合風格化內容
一般「賦予生命」效果Seedance 2.0全方位表現優良,最高 1080p
快速測試/迭代Seedance 2.0 Fast生成速度更快

動態類型

鏡頭運動

運動方式提示關鍵字效果
推進 / 推軌"slow dolly forward", "camera pushes in"增加親密感/焦點
拉遠 / 後退"camera pulls back", "slow zoom out"揭示整體場景、提供脈絡
橫搖左/右"camera pans slowly to the right"掃視、跟隨
俯仰向上/下"camera tilts upward"揭示高度
環繞"camera orbits around the subject"3D 探索
吊臂上升"camera rises upward"壯闊揭示
靜止(不加入鏡頭運動提示)僅保留主體動態

主體動態

類型提示範例
自然元素"water rippling", "clouds drifting", "leaves rustling in breeze"
頭髮/衣物"hair blowing gently in wind", "dress fabric flowing"
大氣效果"fog slowly rolling", "dust particles floating in light beams"
角色"person slowly turns to camera", "subtle breathing motion"
機械"gears turning", "clock hands moving"
液體"coffee steam rising", "paint dripping", "water pouring"

提示詞最佳實踐

黃金法則:細膩 > 劇烈

AI 影片模型對於溫和、細膩的動態能產生更好的效果,過度強烈的動作會導致畫面扭曲或出現偽影。

❌ "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"

提示詞結構

[鏡頭運動] + [主體動態] + [大氣效果] + [氛圍/節奏]

各情境範例

# 風景動畫
belt 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"
}'

# 肖像動畫
belt 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"
}'

# 產品展示動畫
belt app run bytedance/seedance-2-0 --input '{
  "prompt": "slow 360 degree orbit around the product, gentle spotlight movement, subtle reflections shifting, premium product showcase, smooth motion",
  "image": "product.png",
  "generate_audio": true
}'

# 布料/布面動畫
belt app run falai/fabric-1-0 --input '{
  "prompt": "fabric flowing and rippling in gentle wind, natural cloth physics, soft movement",
  "image": "fabric-scene.png"
}'

# 建築視覺化
belt 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"
}'

時長建議

時長品質用途
2-3 秒最高品質GIF、循環背景、動態照片
4-5 秒高品質社群媒體貼文、產品展示
6-8 秒良好品質短片、轉場效果
10 秒以上品質下降建議避免,除非拼接多個短片段

延長時長

若要製作較長的影片,可生成多個短片段再進行拼接:

# 從同一張圖片生成 3 個片段,使用漸進式動態
belt app run falai/wan-2-5-i2v --input '{
  "prompt": "slow pan left, gentle water motion",
  "image": "scene.png"
}' --no-wait

belt app run falai/wan-2-5-i2v --input '{
  "prompt": "continuing pan, clouds shifting, light changing",
  "image": "scene.png"
}' --no-wait

# 拼接在一起
belt app run infsh/media-merger --input '{
  "media": ["clip1.mp4", "clip2.mp4"]
}'

完整工作流程

從靜態到最終影片的管線

# 1. 生成來源圖片(最佳品質)
belt 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. 為圖片添加動畫
belt 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. 如有需要,進行影片放大(超解析度)
belt app run falai/topaz-video-upscaler --input '{
  "video": "animated-landscape.mp4"
}'

# 4. 添加環境音
belt app run infsh/hunyuanvideo-foley --input '{
  "video": "animated-landscape.mp4",
  "prompt": "gentle nature ambience, distant birds, soft wind, water lapping"
}'

# 5. 合併影片與音訊
belt app run infsh/video-audio-merger --input '{
  "video": "upscaled-landscape.mp4",
  "audio": "ambient-audio.mp3"
}'

動態照片效果

動態照片是一種靜態照片中僅有單一元素會動的效果(例如瀑布在完全靜止的場景中流動)。要達成此效果:

  1. 生成包含明確動態元素的靜態圖片
  2. 僅針對該特定元素撰寫動態提示
  3. 保持 2-4 秒以實現無縫循環
belt 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"
}'

常見錯誤

錯誤問題解決方法
要求過多動態畫面扭曲、偽影、變形細膩永遠優於劇烈
內容類型與模型不匹配效果不佳使用上方選擇指南
片段過長(10 秒以上)品質大幅下降保持在 3-5 秒,需要時拼接
未指定鏡頭運動動態隨機/不可預測務必指定鏡頭行為
動態方向相互衝突混亂、不自然保留一個主要動態方向
來源圖片解析度過低輸出影片解析度低從最高品質的來源開始
複雜動作場景模型無法處理保持動態簡單自然

相關技能

npx skills add inference-sh/skills@ai-video-generation
npx skills add inference-sh/skills@ai-image-generation
npx skills add inference-sh/skills@p-video
npx skills add inference-sh/skills@video-prompting-guide
npx skills add inference-sh/skills@prompt-engineering

瀏覽所有應用程式:belt app list

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

101-skills/superpowers

Build automated AI workflows combining multiple models and services. Patterns: batch processing, scheduled tasks, event-driven pipelines, agent loops. Tools: inference.sh CLI, bash scripting, Python SDK, webhook integration. Use for: content automation, data processing, monitoring, scheduled generation. Triggers: ai automation, workflow automation, batch processing, ai pipeline, automated content, scheduled ai, ai cron, ai batch job, automated generation, ai workflow, content at scale, automation script, ai orchestration

101-skills/superpowers

Build multi-step AI content creation pipelines combining image, video, audio, and text. Workflow examples: generate image -> animate -> add voiceover -> merge with music. Tools: FLUX, Veo, Kokoro TTS, OmniHuman, media merger, upscaling. Use for: YouTube videos, social media content, marketing materials, automated content. Triggers: content pipeline, ai workflow, content creation, multi-step ai, content automation, ai video workflow, generate and edit, ai content factory, automated content creation, ai production pipeline, media pipeline, content at scale

101-skills/superpowers

Create AI-powered podcasts with text-to-speech, music, and audio editing. Tools: Kokoro TTS, DIA TTS, Chatterbox, AI music generation, media merger. Capabilities: multi-voice conversations, background music, intro/outro, full episodes. Use for: podcast production, audiobooks, voice content, audio newsletters. Triggers: podcast, ai podcast, text to speech podcast, audio content, voice over, ai audiobook, multi voice, conversation ai, notebooklm alternative, audio generation, podcast automation, ai narrator, voice content, audio newsletter, podcast maker

101-skills/superpowers

Generate multi-person talking head podcast videos from scratch using AI — character creation, TTS, avatar animation, and video stitching. Use when the user wants to create a podcast, talking head video, or multi-speaker conversation video.

101-skills/superpowers

Content atomization — turn one piece of content into many formats. Covers blog-to-thread, blog-to-carousel, podcast-to-blog, video-to-quotes, and more. Use for: content marketing, social media, multi-platform distribution, content strategy. Triggers: content repurposing, repurpose content, content atomization, content recycling, one to many content, multi platform content, cross post, adapt content, reformat content, blog to thread, blog to video, podcast to blog, content multiplication

101-skills/superpowers

App Store and Google Play screenshot creation with exact platform specs. Covers iOS/Android dimensions, gallery ordering, device mockups, and preview videos. Use for: app store optimization, ASO, app screenshots, app preview, play store listing. Triggers: app store screenshots, aso, app store optimization, play store screenshots, app preview, app listing, ios screenshots, android screenshots, app store images, app mockup, device mockup, app gallery, store listing

101-skills/superpowers

Book cover design with genre-specific conventions, typography rules, and AI image generation. Covers fiction and non-fiction genres, sizing, thumbnail testing, and iteration workflows. Use for: self-publishing, ebook covers, print covers, audiobook covers, cover mockups. Triggers: book cover, cover design, ebook cover, book art, novel cover, self publishing cover, kindle cover, audiobook cover, book jacket, cover illustration, fiction cover, nonfiction cover

101-skills/superpowers

Character consistency across AI-generated images with reference sheets and LoRA techniques. Covers turnaround views, expression sheets, color palettes, and style consistency tricks. Use for: character design, game art, illustration, animation, comics, visual novels. Triggers: character design, character sheet, character consistency, character reference, turnaround sheet, expression sheet, character art, consistent character, character concept, reference sheet, character creation, oc design, character bible

101-skills/superpowers

Data visualization with chart selection, color theory, and annotation best practices. Covers chart types (bar, line, scatter, heatmap), axes rules, and storytelling with data. Use for: charts, graphs, dashboards, reports, presentations, infographics, data stories. Triggers: data visualization, chart, graph, data chart, bar chart, line chart, scatter plot, data viz, visualization, dashboard chart, infographic data, data presentation, chart design, plot, heatmap, pie chart alternative

101-skills/superpowers

Email marketing design with layout patterns, subject line formulas, and deliverability rules. Covers welcome sequences, promotional emails, transactional templates, and mobile optimization. Use for: email marketing, newsletter design, drip campaigns, email templates, transactional emails. Triggers: email design, email template, email marketing, newsletter design, email layout, email campaign, drip campaign, welcome email, promotional email, transactional email, email subject line, email header image, email banner

101-skills/superpowers

Landing page conversion optimization with layout rules, hero section design, and CTA psychology. Covers above-the-fold formula, social proof placement, mobile design, and F-pattern reading. Use for: startup landing pages, product pages, SaaS marketing, conversion optimization. Triggers: landing page, hero section, above the fold, conversion optimization, landing page design, cta button, hero image, landing page layout, saas landing page, product page design, conversion rate, landing page best practices

101-skills/superpowers

Logo design principles and AI image generation best practices for creating logos. Covers logo types, prompting techniques, scalability rules, and iteration workflows. Use for: brand identity, startup logos, app icons, favicons, logo concepts. Triggers: logo design, create logo, brand logo, logo generation, ai logo, logo maker, icon design, brand mark, logo concept, startup logo, app icon logo

101-skills/superpowers

Open Graph and social sharing image design with platform specs, text placement, and branding. Covers OG meta tags, Twitter cards, LinkedIn previews, and dynamic generation. Use for: social sharing images, blog thumbnails, link previews, social cards. Triggers: og image, open graph, social sharing image, twitter card, social card, link preview image, og meta, sharing preview, social thumbnail, meta image, og:image, twitter:image, linkedin preview

101-skills/superpowers

Investor pitch deck structure with slide-by-slide framework, visual design rules, and data presentation. Covers the 12-slide framework, chart types, team slides, and common investor turn-offs. Use for: fundraising decks, investor presentations, startup pitch, demo day, grant proposals. Triggers: pitch deck, investor deck, startup pitch, fundraising deck, demo day, pitch presentation, investor presentation, seed deck, series a deck, pitch slides, startup presentation, vc pitch, investor meeting

101-skills/superpowers

YouTube thumbnail design with specific dimensions, contrast rules, and mobile preview optimization. Covers safe zones, text placement, face expression psychology, and A/B testing. Use for: YouTube thumbnails, video cover images, click-through optimization. Triggers: youtube thumbnail, thumbnail design, video thumbnail, click through rate, ctr optimization, youtube cover, video cover image, thumbnail maker, thumbnail tips, youtube design, video preview image

101-skills/superpowers

Generate professional AI product photography and commercial images. Models: FLUX, Imagen 3, Grok, Seedream for product shots, lifestyle images, mockups. Capabilities: studio lighting, lifestyle scenes, packaging, e-commerce photos. Use for: e-commerce, Amazon listings, Shopify, marketing, advertising, mockups. Triggers: product photography, product shot, commercial photography, e-commerce images, amazon product photo, shopify images, product mockup, studio product shot, lifestyle product image, advertising photo, packshot, product render, product image ai

101-skills/superpowers

AI product photography with studio lighting, lifestyle shots, and packshot conventions. Covers angles, backgrounds, shadow types, hero shots, and e-commerce image requirements. Use for: product photos, e-commerce images, Amazon listings, packshots, lifestyle photography. Triggers: product photography, product photo, packshot, e-commerce photography, product shot, product image, studio photography, lifestyle product, amazon product photo, product listing image, hero shot, product mockup, commercial photography

101-skills/superpowers

Structured competitive analysis with feature matrices, SWOT, positioning maps, and UX review. Covers research frameworks, pricing comparison, review mining, and visual deliverables. Use for: market research, competitive intelligence, investor decks, product strategy, sales enablement. Triggers: competitor analysis, competitive analysis, competitor teardown, market research, competitive intelligence, swot analysis, competitor comparison, market landscape, competitor review, competitive landscape, feature comparison, market positioning

101-skills/superpowers

Research-backed customer persona creation with market data and avatar generation. Covers demographics, psychographics, jobs-to-be-done, journey mapping, and anti-personas. Use for: marketing strategy, product development, UX research, sales enablement, content strategy. Triggers: customer persona, buyer persona, user persona, target audience, ideal customer, customer profile, audience research, user research, icp, ideal customer profile, target market, customer avatar, audience persona

101-skills/superpowers

Reset your own trajectory when you're stuck, looping, or demoralized — read these affirmations, then re-ground and take one clean step. Use when: you've tried the same fix 3+ times, you're deep in a refactor and lost the thread, debugging is going in circles, you've made several mistakes in a row, you're apologizing repeatedly, the user is frustrated, you feel like you're not being helpful, or you notice dread instead of curiosity. Triggers: stuck, going in circles, looping, thrashing, same error again, I keep failing, lost the thread, nothing is working, repeated mistakes. Not topic-specific — this is for the state you're in, not the problem you're on.

相關技能