Tutorials

LTX 2.3 高阶控图:首帧 + 中间帧 + 尾帧精准控制教程

深入讲解 LTX 2.3 多帧控制技术,包括 Inplace 节点和 Add Guide Multi 节点的使用,实现精准的首帧、中间帧、尾帧联合控制。

By ltx workflow

📹 Video Tutorial

Editor's Note: This tutorial dives deep into LTX 2.3's advanced multi-frame control system, covering how to use Inplace and Add Guide Multi nodes in ComfyUI.

Overview

LTX 2.3 ships with powerful frame-conditioning nodes that go beyond simple first/last frame control. This tutorial covers the advanced reference generation system.

Key Nodes

Add Guide Multi

Accepts multiple conditioning images at specific frame positions — first, middle, and last frames.

Inplace Node

Locks specific frames in latent space for stronger adherence at the cost of some motion flexibility.

Inplace vs Add Guide Multi:

  • Add Guide Multi — softer conditioning, better motion flow
  • Inplace — harder constraint, reference appears nearly exactly

Frame Position Guidelines

  • Frame positions are 0-indexed
  • Total frame count must be 8n+1 (25, 49, 97...)
  • For 49 frames: first=0, middle=24, last=48

Practical Tips

  1. For scene transitions: place a middle keyframe at the transition point
  2. For character consistency: Inplace for first frame, Add Guide for middle/last
  3. All reference images must match target resolution (divisible by 32)

Sources

#ltx-2.3#comfyui#first-frame#middle-frame#last-frame#advanced#control