- Cinemagraph LoRA for LTX-2.3 animates one chosen element while keeping the camera and the rest of the scene fully static.
- Generates seamless looping cinemagraphs from a single image and prompt, with no masking or keyframe animation.
- Effect is controlled by a precise positive prompt (trigger word, camera lock, motion cue), detailed negatives, and adjustable LoRA strength.
Creating convincing cinemagraphs isn't as simple as animating an image. One unwanted camera move, blinking subject, or drifting background breaks the illusion. The Cinemagraph LoRA for LTX-2.3 solves exactly that: animate a single element while keeping everything else perfectly still.
See It In Action
Example 1: Tears
Example 2: Flowers
What It Does
A cinemagraph is a still image with one subtle, continuously looping animation while everything else remains perfectly still.
Keeping the rest of a scene perfectly frozen can be difficult with prompting alone. This LoRA was trained specifically for selective motion, making convincing cinemagraphs much easier to generate.
With the Cinemagraph LoRA fine-tuned on LTX-2.3, you generate these loops from a single image input. No manual masking. No keyframe animation. One prompt, one image, one loop.
The result is clean, seamless loops with precise selective motion. Perfect for animated social content, web headers, marketing assets with subtle motion, and motion art.
How It Works
The LoRA uses spatial guidance to isolate motion to your chosen element. Instead of animating the whole frame, LTX-2.3 learns to move only what you specify while locking down the camera and everything else.
This requires precision in your prompt. The positive prompt specifies three things: the trigger CINEMAGRAPH_MOTION, an explicit camera lock ("static locked-off camera, zero camera movement"), and what animates and how ("only the tear drops move downward"). The negative prompt lists what should not appear: no camera movement, no background sliding, no motion on frozen elements, no artifacts.
Here's a concrete example:
Positive: CINEMAGRAPH_MOTION, tripod locked-off static camera, zero camera movement, only the tear drops move downward along her cheeks, face, eyes, hair, clothing, seat remain completely frozen, seamless natural loop
Negative: blinking, camera movement, pan, tilt, zoom, whole image moving, background sliding, character moving, body movement, face movement, eye movement, mouth movement, hair moving, cloth moving, realistic tears, wet skin, facial expression changing, flicker, shimmer, distorted face, blurry, low quality
LoRA strength: 2.50
The extensive negatives aren't busywork. They're the difference between a polished loop and a broken one.
The Tears example above uses a LoRA strength of 2.50. Increase or decrease the strength depending on how much motion you want in your loop.
When to Use It
- Animated wallpapers for apps and websites
- Social media content that stops scrolls
- Marketing materials with subtle motion
- Motion art projects where fine control matters
- Product mockups showing a single animated element
Any scenario where you need motion in one place and stillness everywhere else.
Get Started
The LoRA is available on Hugging Face. Join the community in Discord and Instagram for announcements on new releases and shared prompts.
Start with a single image, describe what should move, and let LTX-2.3 handle the rest.
One image. One prompt. One loop.
