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Kling 3.0 Motion Control — Reference-Driven AI Character Animation

Pin Any Character to Any Motion — From a Single Image and a Reference Clip

Kling 3.0 Motion Control by Kuaishou turns a still character image into a fully animated video by extracting motion from a reference clip you supply. Drop in a JPEG or PNG of your character and a 3–30 second reference video, and Kling transfers the full-body trajectory, hand gestures, facial micro-expressions, and camera motion onto your subject — preserving the character's face, outfit, and identity throughout. Output runs at 720p or 1080p and matches the exact duration of the reference video. Use Character Orientation to choose whether the result follows the image's pose (max 10 seconds) or the video's orientation (max 30 seconds). Add an optional reference element to lock a custom subject across the entire clip. Built on the Omni One physics engine, Motion Control delivers natural balance, contact dynamics, and identity preservation that other animation models can't match.

Kling 3.0 Motion Control, released by Kuaishou alongside the Kling 3.0 base model, is a dedicated reference-driven animation pipeline — distinct from the standard text-to-video and image-to-video modes. Instead of describing motion in a prompt, you bring your own motion in the form of a 3–30 second reference clip. The model extracts the complete motion trajectory — body kinematics, hand articulation, facial dynamics, and camera movement — and re-targets it onto the character in your reference image.

What sets it apart is fidelity in the hard parts of human animation. Hand gestures, traditionally a failure mode for AI video, render with finger-level accuracy. Facial micro-expressions transfer cleanly, with 360-degree identity preservation that survives angle changes. The Omni One physics engine handles balance, weight transfer, fabric dynamics, and contact between body parts and ground — so your character doesn't slide or float through complex choreography. When parts of the body are occluded in the reference, the model recovers them rather than producing artifacts.

Two orientation modes give you control over how the source materials interact. Character Orientation = image keeps the character facing the way they do in your reference image and supports up to 10 seconds — ideal when the still already nails the pose you want. Character Orientation = video follows the reference video's framing and orientation and supports the full 30-second range — ideal for full-body choreography, sports, or any motion that includes turning. Output resolution is 720p (standard) or 1080p (pro). The reference video's audio can be kept (default) or muted in one click. For long-form character consistency across multiple Motion Control runs, you can supply a previously created element_id to lock the subject. Motion Control sits alongside Kling 3.0's standard cinematic pipeline (multi-shot, 4K, native audio): use the base model for original creative direction, and use Motion Control when you have specific reference motion you need to transfer onto a specific character.

How to Use Kling 3.0 Motion Control

01

Upload Your Character Image

Pick a JPEG or PNG of the character you want to animate — full body and head clearly visible, unobstructed. Aspect ratio between 1:2.5 and 2.5:1, with each side at least 300px and total size under 10MB.

02

Upload a Reference Motion Video

Add a 3–30 second clip of the motion you want to transfer. The detected duration and live credit cost appear immediately. Pick 720p or 1080p, and choose Character Orientation = image (≤10s, preserve image pose) or video (≤30s, follow video framing).

03

Generate and Download

Optionally add a prompt to guide background or style, toggle Keep Sound, and add an Element ID under Advanced Settings if you have one. Click Generate — Kling typically completes in 3–6 minutes. Result video URLs are valid for 24 hours; download promptly.

Kling 3.0 Motion Control Technical Specifications

ProviderKuaishou (Kling AI)
Release2026 (with Kling 3.0)
Inputs1 reference image (.jpg, .jpeg, .png) + 1 reference video
Reference Image Size≤ 10MB; ≥ 300px each side; aspect ratio 1:2.5 to 2.5:1
Reference Video Duration3 to 30 seconds
Output DurationMatches reference video length (3–30s)
Output Resolution720p (std) or 1080p (pro)
Character Orientationimage (≤10s) or video (≤30s)
SoundKeep reference audio (default) or mute
Subject ElementUp to 1 (video_refer elements only)
Physics EngineOmni One — balance, contact, fabric dynamics
Identity Preservation360° face & body, occlusion recovery
PromptOptional, max 2500 characters
ProcessingAsynchronous; result URL valid 24 hours

Why Kling 3.0 Motion Control Stands Out

Reference-Driven Motion Beats Prompted Motion

Describing motion in a prompt is brittle: 'a graceful pirouette' produces a different result every time. Motion Control lets you supply the exact motion you want — from a phone clip, a dance video, a sports highlight — and re-targets it onto your character. You get the precision of a real performance without filming with the actual subject.

Built for the Hard Parts: Hands, Faces, Physics

V3.0 specifically upgraded the failure modes that have plagued AI character animation: hand articulation, facial micro-expressions, and physical contact. Powered by the Omni One physics engine, it handles balance, weight transfer, and occlusion recovery — so dance, martial arts, and complex choreography render naturally rather than as floating, sliding artifacts.

Up to 30 Seconds at 1080p With Identity Preservation

Most animation models cap at 5–10 seconds. Motion Control runs up to 30 seconds matched to your reference video, with 360° face and body identity preservation across angle changes. Combined with the optional Subject Element to lock appearance across generations, it's the most production-ready character animation pipeline available.

Kling 3.0 Motion Control vs Other Animation Models

FeatureKling 3.0 Motion ControlKling 3.0 (Image-to-Video)Runway Act-OneWan Animate
InputImage + reference videoImage + promptImage + driver video (face)Image + driver video
Motion SourceFull body, hands, face, cameraText promptFacial performance onlyBody + face
Max Duration30s15s10s typical5–10s typical
Max Resolution1080p4K720p720p
Hand Gesture FidelityHigh (V3 upgrade)Prompt-dependentN/AMid
Identity Preservation360°, occlusion recoveryReference + elementsFace-anchoredReference-anchored
PhysicsOmni One enginePhysics-aware motionLimitedLimited
Best ForDance, sports, full performanceCinematic narrativeTalking-head actingLight character animation

What Creators Build with Kling 3.0 Motion Control

01

Dance & Choreography Videos

Capture a dance routine on your phone, drop it in as the reference video, and re-target it onto any character — your avatar, an illustrated character, a celebrity-likeness, or a stylized mascot. Hand gestures and footwork transfer cleanly thanks to the V3 upgrade.

02

Sports & Action Sequences

Use a sports highlight or a parkour clip as the reference, and apply the motion to a brand mascot or a fictional character. The Omni One engine handles fast direction changes, contact, and full-body rotations that would normally fall apart in prompted text-to-video.

03

Brand Mascot Animation

Activate a static brand illustration with motion captured from a real performer. With Subject Element, you can lock the mascot's appearance across an entire campaign — same proportions, same details, different motion clips for different ads.

04

Music Video Performance Inserts

Reference an artist's choreography and apply it to a stylized version of the artist, or to multiple characters across cuts. The native audio passthrough means the reference music or vocal sync stays embedded in the result without re-mastering.

05

Short-Form Social Trends

Recreate a trending dance, action, or expression using your own character image. Up to 30 seconds covers nearly every short-form template (TikTok, Reels, Shorts), and 720p is more than enough for vertical mobile feeds.

06

Pre-visualization for Performance Capture

Use phone-grade reference footage of an actor or stunt double to pre-visualize how a final character will move — long before mocap stage time. Identity preservation across 30 seconds gives directors something concrete to discuss with VFX, choreography, and performance teams.

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Frequently Asked Questions About Kling 3.0 Motion Control

What does Kling 3.0 Motion Control actually do?

It animates a still character image using motion captured from a reference video you supply. Instead of describing motion in a prompt, you upload a 3–30 second clip of someone (or something) moving the way you want — dancing, walking, gesturing, performing — and Kling transfers that full-body trajectory, hand gestures, facial micro-expressions, and camera motion onto the character in your image. The output keeps your character's face, outfit, and identity while adopting the reference clip's motion.

What's the difference between Character Orientation = image and = video?

Image orientation keeps the character facing the way they do in your reference image (the still drives the pose) and is capped at 10 seconds — ideal when the image already nails the look you want. Video orientation follows the reference video's framing and orientation and supports the full 30-second range — ideal for full-body choreography, sports, or motion that includes turning. If you use a Subject Element (element_list), only video orientation is supported.

What kind of reference video works best?

A clean 3–30 second clip with the full body visible, steady motion, and a clear subject works best. The reference's character proportions should roughly match your image character. Avoid extreme camera shake, multiple subjects, or chaotic motion. The Omni One physics engine handles complex movement (dance, martial arts, sports) cleanly, and the model can recover body parts that are temporarily occluded in the reference.

How is the output duration and price determined?

Output duration matches the reference video's duration (rounded to integer seconds). Pricing scales with quality and duration: 1080p × 30s ≈ 50 credits, 1080p × 10s ≈ 20 credits, with shorter durations cheaper down to a 10-credit floor. 720p is roughly 75% of 1080p at the same duration. The Generate button shows the live price for your specific upload.

Do I need to write a prompt?

Prompt is optional. You can leave it blank and the model will infer the scene from your reference image and reference video. Adding a prompt is useful when you want to influence the background, lighting, or style — for example, 'cinematic lighting, blurred urban background, golden hour'. The character's motion comes from the reference video either way.

Can I keep using the same character across multiple generations?

Yes. The Subject Element field in Advanced Settings lets you supply an element_id you've previously created (via Kling Custom Element using video_refer). When set, the model locks that character's identity across generations, even if the reference image changes. Note: Subject Element requires Character Orientation = video, and only one element is supported per Motion Control generation.