收藏这份清单minimax-h3-spatial-physics-lora 空间物理提示词关键词库与12个即用模板【免费下载链接】minimax-h3-spatial-physics-lora项目地址: https://ai.gitcode.com/hf_mirrors/Jojocodex/minimax-h3-spatial-physics-loraminimax-h3-spatial-physics-lora是一个专为文生视频模型 MiniMax-H3 训练的空间物理 LoRA让视频中的物体真正学会碰撞、堆叠、掉落、遮挡等物理运动与空间关系。本文直接给出从训练数据中提炼的提示词关键词库和12 个可复制即用的提示词模板配合负面提示词建议与 ComfyUI 加载步骤新手也能一次生成物理感正确的视频。这个空间物理 LoRA 是什么空间思维与物理逻辑 LoRA基于MiniMax-H3训练专注纯物体的物理行为刚体/弹性物体在合成场景中的碰撞、弹跳、动量传递与重力一致的运动。框架ai-toolkit · Rank 16 · 分辨率 512 · 90 帧 24fps最新版本wushu_spatial_physics_clean_3000_pruned.safetensors重新训练至 3000 步早期版本wushu_spatial_physics_v2_1000_pruned.safetensors说明目前仍处于训练测试阶段LoRA 可在原模型基础上轻度增强物理反馈强度建议从0.3 ~ 0.5起步README.md 使用章节也给出了 0.8 ~ 1.0 的参考区间可按效果微调快速上手ComfyUI 加载空间物理 LoRA 的 3 个步骤1️⃣下载模型文件放入 ComfyUI 的models/loras/目录。可通过以下命令获取仓库git clone https://gitcode.com/hf_mirrors/Jojocodex/minimax-h3-spatial-physics-lora将 wushu_spatial_physics_clean_3000_pruned.safetensors 拷贝进 LoRA 目录即可。2️⃣加载 LoRA在 ComfyUI 工作流中添加 LoraLoader 节点选择该文件strength 建议 0.3 ~ 0.5追求更强物理反馈可上调至 0.8 ~ 1.0。3️⃣用空间/物理语言写提示词直接从下文的关键词库与 12 个模板中挑选、组合、复制。空间物理提示词关键词库3 大类高频词以下关键词提炼自训练数据详见 README.md 关键词库是激活该 LoRA 物理能力的关键。① 主体 / 场景关键词英文关键词中文含义several colored objects多个彩色物体CLEVRER 风格rigid objects/elastic objects刚体 / 弹性物体metal objects金属物体a ball/balls球billiard balls台球on a table桌面上台球场景in a synthetic scene合成场景② 物理行为关键词英文关键词中文含义collision/colliding碰撞bouncing/rebound弹跳 / 回弹with visible impact and bounce可见撞击与反弹scattering散射 / 四散momentum transfer动量传递in motion运动中的③ 空间一致性短语关键✨这是让画面物理正确的核心短语建议每条提示词都带上clear spatial layout清晰的空间布局visible depth可见的纵深consistent trajectories一致的轨迹gravity-consistent movement重力一致的运动objects maintaining spatial relationships物体保持空间关系realistic restitution真实的恢复系数回弹性rigid collision with momentum transfer带动量传递的刚性碰撞负面提示词怎么加物理视频避坑清单训练时未学习负向建议只加画质/物理负向不要加入与物理矛盾的内容参考 README.md 负面提示词建议blurry, distorted, low quality, jittery motion, objects passing through each other, objects floating without gravity, morphing shapes, inconsistent lighting, flickering12 个即用提示词模板碰撞、弹跳、台球、轨迹全场景完整模板见 README.md 提示词示例可直接复制使用。 碰撞类several colored objects, a single collision between objects, metal objects with rigid, elastic collisions, clear spatial layout, visible depth, objects maintaining spatial relationships in a synthetic sceneseveral colored objects, objects colliding with visible impact and bounce, clear spatial layout, gravity-consistent trajectoriesobjects colliding with visible impact and bounce, clear spatial layout, gravity-consistent trajectories 弹跳 / 回弹类Elastic objects bouncing with realistic restitution, clear spatial layout, gravity-consistent rebound trajectoriesobjects bouncing with realistic restitution, clear spatial layout, gravity-consistent rebounda ball rolling into a wall and rebounding with minimal bounce, clear spatial layout, visible depth, rigid collision with momentum transfer 多物体散射 / 台球类billiard balls colliding and scattering on a table, momentum transfer between balls, clear spatial layout, visible depthseveral balls on a table, a ball striking the group, momentum transfer, balls scattering with realistic collision, clear spatial layout, gravity-consistent️ 轨迹 / 无碰撞类Rigid objects in motion with clear spatial layout, consistent trajectories, gravity-consistent movement and visible depthseveral colored objects, objects moving with consistent trajectories, no collision, clear spatial layout, visible depth, objects maintaining spatial relationships in a synthetic scene 自由发挥模板替换中括号内的行为词即可a ball thrown across the scene, [parabolic arc / gravity-consistent trajectory], clear spatial layout, visible depthtwo balls colliding in mid-air, clear spatial layout, consistent trajectories, gravity-consistent rebound, visible depth 使用技巧模板 11 中[...]位置可换成任意运动描述如翻滚、抛物线、直线滑行保持后半段空间一致性短语不变物理感更稳定。效果对比用了 LoRA 前后差距在哪作者用同一武打提示词做了 A/B 对比加载空间物理 LoRA 后物体碰撞反馈更真实人物碰撞也更自然可用于打斗类场景。可本地查看用了空间物理 LoRA 的武打片段强度 0.3video/with lora.mp4未使用的对照组同样提示词video/without lora.mp4更多测试片段video/MiniMax_H3_00098_.mp4、video/MiniMax_H3_00136_.mp4、video/MiniMax_H3_00138_.mp4、video/MiniMax_H3_00140_.mp4、video/MiniMax_H3_00144_.mp4、video/MiniMax_H3_00145_.mp4、video/MiniMax_H3_00146_.mp4进阶叠加 Turbo 加速 LoRA 进一步提速该空间物理 LoRA 与MiniMax-H3 Turbo 加速 LoRA 兼容可叠加使用一个负责物理逻辑增强一个负责生成提速组合后既快又稳。若后续生成不稳定优先降低强度0.3 起步或切换至最新的 clean_3000 版本再试。小结空间物理 LoRA 本文的关键词库 12 个即用模板就是 MiniMax-H3 生成真实物理视频的最短路径。收藏起来下次写提示词直接取用即可。【免费下载链接】minimax-h3-spatial-physics-lora项目地址: https://ai.gitcode.com/hf_mirrors/Jojocodex/minimax-h3-spatial-physics-lora创作声明：本文部分内容由AI辅助生成（AIGC），仅供参考