IC-LoRA Adapters

This page documents key IC-LoRAs trained by LTX. IC-LoRAs use in-context conditioning to perform specialized tasks on video, from structural control and motion guidance to VFX, video restoration, and creative transforms. Each adapter is trained for a specific task.

For an introduction to how IC-LoRAs work, see the IC-LoRA Guide.

For a full list of released IC-LoRAs — including those without a listing here — see All LTX-2.3 IC-LoRAs below.

Control

IC-LoRAs that guide generation using conditioning signals from a reference — structural signals like depth maps, edge contours, pose skeletons, or motion trajectories, as well as reference sheets that maintain character and object consistency.

Union Control

A single IC-LoRA that handles multiple control types (depth, canny, and pose) in one checkpoint.

Model: LTX-2.3-22b-IC-LoRA-Union-Control

Compatibility: LTX-2.3

Use cases:

• Apply depth, canny, and pose control from a single model without swapping IC-LoRA checkpoints between runs
• Simplify ComfyUI workflows by replacing three separate IC-LoRA models with one unified control adapter
• Reduce VRAM footprint when working with multiple control types by keeping a single IC-LoRA in memory

Workflow: ComfyUI Union Control workflow

Motion Control

Guides object motion using sparse spline-based trajectories rendered as trails of circles. Supports single or multiple simultaneous motion paths for directing object movement within a scene.

Model: LTX-2.3-22b-IC-LoRA-Motion-Track-Control

Compatibility: LTX-2.3

Use cases:

• Direct object paths in product showcases, character scenes, or nature shots by drawing spline trajectories
• Create intentional, controlled object motion that is more precise than description via text
• Guide multiple objects simultaneously along independent paths within a single generation

Key nodes: This IC-LoRA uses two dedicated ComfyUI nodes for defining motion paths:

• LTX Draw Tracks — Visual canvas for drawing spline-based motion trajectories
• LTX Sparse Track Editor — Fine-tune keypoint positions and timing, converts sparse keypoints into interpolated per-frame coordinate paths

See Sparse Track Conditioning in the IC-LoRA Guide for best practices on preparing motion paths.

Workflow: ComfyUI Motion Control workflow

Ingredients

Conditions video generation on a reference sheet: a single composite image showing characters, props, and locations laid out on a black background. Generated videos keep those elements visually consistent. You provide the reference sheet as a static video and a two-part prompt (Reference sheet: <panels> / Generated video: <action>); the model renders a clip whose characters, props, and setting match the sheet.

Model: LTX-2.3-22b-IC-LoRA-Ingredients

Compatibility: LTX-2.3

Use cases:

• Maintain character consistency (face, costume, body) across multiple generated clips using a shared reference sheet
• Lock props and location details to a predefined visual inventory for scene-to-scene continuity
• Generate action sequences where recurring characters stay on-model without per-frame manual control

Workflow: IC-LoRA Video Input

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Utility

IC-LoRAs that enhance or extend existing video: filling in missing regions or improving resolution and detail while maintaining the subject or composition.

Pixel Spatial Upscaler

Creatively upscales low-resolution video to 2× or 4× the input resolution, synthesizing fine spatial detail rather than interpolating existing pixels. Separate 2× and 4× variants are provided. The recommended flow is to generate a draft at a low base resolution (around 280p) to lock composition and motion, then run the upscaler to produce a high-resolution result with synthesized detail.

NOTE: This is a generative upscaler, not a refiner. It synthesizes new detail rather than faithfully preserving the reference, so it is not suited to pixel-accurate restoration, blind denoising, or compression-artifact removal.

Model: LTX-2.3-22b-IC-LoRA-Pixel-Spatial-Upscaler

Compatibility: LTX-2.3

Use cases:

• Produce a high-resolution final render from a fast low-resolution draft, adding synthesized detail
• Choose the 2× variant for moderate upscaling or the 4× variant for larger jumps in resolution
• Add fine spatial detail as a creative step in a generation flow rather than as a faithful refiner

Workflow: IC-LoRA Video Input

For the draft-then-upscale workflow, see Upscaling in the IC-LoRA guide.

Inpainting / Outpainting

Extends the canvas of existing video (outpainting) or fills masked regions within video frames (inpainting), generating new content that blends seamlessly with the surrounding scene. Uses mask-aware preprocessing and Laplacian pyramid blending at both generation stages for clean integration.

Model: LTX-2.3-22b-IC-LoRA-In-Outpainting

Compatibility: LTX-2.3

Use cases:

• Extend video beyond its original frame boundaries to create wider or taller compositions
• Fill masked regions of video with generated content that matches the surrounding scene
• Change aspect ratios of existing footage by generating the missing areas

For setup, workflow details, and node documentation, see the In-Outpainting guide.

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Beta

IC-LoRAs in beta testing. These are functional but may have limitations or see breaking changes.

HDR (Beta)

Converts SDR video to HDR, producing per-frame EXR files for professional color grading. HDR is a post-processing tool that operates on existing video rather than guiding generation.

Model: LTX-2.3-22b-IC-LoRA-HDR (ltx-2.3-22b-ic-lora-hdr-0.9.safetensors)

Compatibility: LTX-2.3

For setup, usage, and DaVinci Resolve import instructions, see the HDR Video guide.

LipDub (Beta)

Re-generates speech in video, producing lip-synced output with new dialogue while preserving the speaker’s visual appearance and vocal identity. Works with live-action and animated subjects. LipDub is a video-to-video dubbing tool focused on speech replacement — it can also be used for rephrasing dialogue in the original language.

Model: LTX-2.3-22b-IC-LoRA-LipDub (ltx-2.3-22b-ic-lora-lipdub-0.9.safetensors)

Compatibility: LTX-2.3

For setup, usage, and prompting instructions, see the LipDub guide.

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All LTX-2.3 IC-LoRAs

Every LTX-2.3 IC-LoRA released by LTX. Adapters with a dedicated card or guide link to it; the rest are documented on their HuggingFace model card.