MiniMax H3 Turbo
MiniMax H3 Turbo 是一个专为 H3 设计的推理加速 LoRA,它能将文本生成视频(T2V)和图像生成视频(I2V)的采样步数压缩至 4 步,同时保持联合音视频生成的连贯性。
transformation_lora是一个MiniMax H3的视觉变换LoRA。它可以在两张图片、两种场景之间生成顺滑无缝的视觉形变过渡。模型会拆解初始画面里的主体、轮廓、纹理,再重新组合,自然过渡到目标画面。

transformation_lora是一个MiniMax H3的视觉变换LoRA。它可以在两张图片、两种场景之间生成顺滑无缝的视觉形变过渡。模型会拆解初始画面里的主体、轮廓、纹理,再重新组合,自然过渡到目标画面。

主触发词:Tr@nsf0rmation_style
动作关键词:Tr@nsf0rmation into
该LoRA最适合描述从图1向图2的转变,清晰写明画面主体、材质、视觉元素如何互相转化。
基础提示词模板
integrated_multimodal_description: [Shot 1] Tr@nsf0rmation_style, Picture 1 Tr@nsf0rmation into Picture 2 with individual elements and subjects Tr@nsf0rmation into one another. [Subject A from <Picture 1>] Tr@nsf0rmation into [Subject B from <Picture 2>].
示例提示词
多元素对应变换
integrated_multimodal_description: [Shot 1] Tr@nsf0rmation_style, Picture 1 Tr@nsf0rmation into Picture 2 with individual elements and subjects Tr@nsf0rmation into one another. The bald person in grey T-shirt and blue jeans from <Picture 1> Tr@nsf0rmation into the Girl in <Picture 2>. The person in the Yellow shirt from <Picture 1> Tr@nsf0rmation into the yellow grass from <Picture 2>.
铅笔线稿变换
integrated_multimodal_description: [Shot 1] Tr@nsf0rmation_style, black pencil outlines from Picture 1 Tr@nsf0rmation into Picture 2 with individual pencil strokes undergoing Tr@nsf0rmation into one another.
物体直接变形
Tr@nsf0rmation_style, a ripe red tomato with green leaves Tr@nsf0rmation into a cartoon boy with brown hair in a cap and vest holding a rake over his shoulder.
| 参数 | 推荐值 | 说明 |
|---|---|---|
| 基础模型 | MiniMax H3 FL2VA / Ref2V | minimax_h3_fl2va_pruned_int8_convrot.safetensors |
| st2500 LoRA强度 | 1.0 – 1.2 | 2500步完整收敛,过渡连贯性最强 |
| st1600 LoRA强度 | 1.0 – 1.4 | 1600步中间检查点,过渡效果更柔和,适合叠加其他风格LoRA |
| 双LoRA叠加 | st2500 @1.2 + st1600 @1.4 | 样片生成方案,最大化遵循元素变形指令 |
| 采样器 | res_multistep / euler | ResMultistep时间过渡稳定性更佳 |
| 调度器 | simple | Flow-match调度器 |
| 采样步数 | 12(搭配DMD turbo)/25–30(标准模式) | 兼容8/12步蒸馏turbo适配器 |
| Sigma Shift | shift_video=8.0,shift_audio=3.0 | MiniMax H3专属sigma shift节点 |
| 分辨率 | 852×480、1024×576,可放大至1080P | 支持搭配3D Latent Upscaler:minimax_h3_latent_upscaler_3d_bf16 |
ComfyUI/models/loras/LoraLoaderModelOnly节点<Picture 1>、目标图<Picture 2>分别接入首帧、末帧条件节点Tr@nsf0rmation_style和Tr@nsf0rmation into的描述文本,即可生成元素变形过渡视频。