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Sad Talker Image to Video

fal-ai/sadtalker
Learning Realistic 3D Motion Coefficients for Stylized Audio-Driven Single Image Talking Face Animation
Inference
Commercial use

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SadTalker | [image-to-video]

SadTalker transforms static portraits into talking head videos by synthesizing realistic 3D motion coefficients from audio input. Trading flexibility for specialization, it focuses exclusively on audio-driven facial animation rather than general video generation. Built for developers creating talking avatars, educational content, or personalized video messages at scale.

Use Cases: Talking Avatar Generation | Educational Content Creation | Personalized Video Messages


Performance

SadTalker delivers targeted audio-to-video synthesis on fal, making it accessible for high-volume avatar generation workflows.

MetricResultContext
Resolution Options256px or 512pxFace model resolution trades speed for detail
Input FormatsSingle image + audioSpecialized for portrait animation vs general video
Expression Control0-3x scale rangeAdjustable intensity with 0.1 precision steps
Related EndpointsSadTalker ReferenceReference-guided variant for enhanced control

Audio-Driven Motion Synthesis

SadTalker generates 3D motion coefficients from audio input rather than applying generic animation templates. The model analyzes speech patterns to produce synchronized lip movements and facial expressions that match audio characteristics.

What this means for you:

  • Realistic lip sync: Audio-driven coefficient generation produces natural mouth movements synchronized to speech cadence and phonemes

  • Expression scaling: 0-3x multiplier with 0.1 step precision lets you dial animation intensity from subtle to exaggerated based on content tone

  • Preprocessing flexibility: Five preprocessing modes (crop, extcrop, resize, full, extfull) handle different input compositions from tight headshots to full-frame portraits

  • Still mode option: Reduces head motion while maintaining facial animation, ideal for formal content or when working with full-frame preprocessing


Technical Specifications

SpecDetails
ArchitectureSadTalker
Input FormatsImage (JPG, PNG, WebP, GIF, AVIF) + Audio (MP3, OGG, WAV, M4A, AAC)
Output FormatsMP4 video
Face Resolution256px or 512px
LicenseSee GitHub repository

API Documentation | Quickstart Guide | Enterprise Pricing


How It Stacks Up

MuseTalk Image to Video – SadTalker offers broader preprocessing control through five modes and adjustable expression scaling (0-3x range). MuseTalk specializes in real-time lip sync optimization for live streaming and interactive applications where latency matters more than preprocessing flexibility.

Kling Video v2.6 Pro Image to Video – SadTalker provides specialized audio-driven portrait animation with face-specific preprocessing modes and GFPGAN enhancement options. Kling Video v2.6 Pro delivers broader video generation capabilities including complex motion and scene dynamics, trading talking-head specialization for general-purpose video synthesis.