minimax-h3-wushu-action-lora

1 武打动作 LoRA · Wushu Action LoRA (MiniMax-H3).最新更新 wushu_action_h3_lora_v5 · 3000 步。

武打动作 LoRA，基于 MiniMax-H3（Comfy-Org/MiniMax-H3）训练，让模型生成人体武打/功夫动作（拳、腿、踢、棍法等），专注人体打斗动作优化。 个人在测试中4步和8步加速LORA偶尔会有画面糊的情况。Wushu-Action-LoRA 0.5的强度搭配0.3强度spatial-physics-lora，打斗的效果会更好。

测试视频（对比原本）

对比视频

使用了LORA（0.5强度） <video src="https://cdn-uploads.huggingface.co/production/uploads/6a6748afef317ed5adb30050/3i3_sJ_BULn85mn6UlTIN.mp4" width="35%" controls muted loop></video> 没使用LORA <video src="https://cdn-uploads.huggingface.co/production/uploads/6a6748afef317ed5adb30050/JRyBD2AZXWIgXE0zDA7Uu.mp4" width="35%" controls muted loop></video>

1.1 触发词（必须放开头）

wushu_action 是本 LoRA 的触发词，放在提示词最前面。训练数据中 FIGHT 类 caption 全部以它开头，模型已把它和"武术动作"绑定。

wushu_action, [动作主体] + [具体招式/行为] + [环境/镜头] + [可选画质词]

不带触发词时，LoRA 也有基础的动作先验，但针对性会弱很多。正式使用请务必带上。

1.2 提示词结构模板（4 段式）

wushu_action, [1 动作主体] + [2 具体招式与发力] + [3 场景/镜头] + [4 可选画质词]

例：

wushu_action,（触发词）a martial artist（主体）performing punches and kicks in fast combat, with explosive force（招式与发力）, indoor gym, medium shot, stable camera（场景镜头）, high quality, detailed（画质）

第 2 段是灵魂 —— 训练 caption 全是"具体招式 + 身体协调 + 发力"的详细描述，写得越具体，动作越到位。

1.3 关键词库（从训练数据提炼）

① 动作主体

• a martial artist 武术家 / a fighter 格斗者 / a wushu practitioner 武术练习者
• two fighters 两名格斗者（对打）
• a martial artist with a staff / with a sword / with a spear 持械

② 招式与发力（核心）

• 拳脚：punches and kicks 拳脚 / fast combat 快速战斗 / explosive force 爆发力
• 攻防：exchanging strikes 互换打击 / in an intense fight 激烈打斗 / fast, powerful movements 快速有力的动作
• 兵器：fighting with a sword, slashing and thrusting 剑的劈砍刺 / precise technique 精准技术
• 身体：weight transfer 重心转移 / body rotation 身体旋转 / coordinated hip and shoulder rotation 髋肩协同旋转
• 步法：grounded footwork 稳固步法 / forward lunge 前冲弓步 / low bow stance (gong bu) 弓步

③ 场景/镜头

• indoor training studio 室内训练馆 / dojo 道场 / outdoor arena 室外场地
• medium shot 中景 / full-body shot 全身景 / stable camera 稳定镜头 / dynamic angle 动态角度

④ 画质词（可选）

• high quality, detailed, sharp motion, smooth animation

1.4 提示词示例（可直接使用）

单人拳脚

1. wushu_action, a martial artist performing punches and kicks in fast combat, with explosive force, indoor training studio, medium shot, stable camera
2. wushu_action, a wushu practitioner executing a rapid combination of punches and kicks, powerful hip rotation and weight transfer, gym background, full-body shot
3. wushu_action, a fighter performing a spinning kick, explosive leg extension, balanced landing, dojo setting, dynamic camera angle

双人对打 4. wushu_action, two fighters exchanging strikes in an intense fight, with fast, powerful movements, indoor arena, medium shot, stable camera 5. wushu_action, two martial artists in close combat, blocking and countering, realistic impact and recoil, training studio, full-body shot

兵器 6. wushu_action, a martial artist fighting with a sword, slashing and thrusting, with precise technique, dark studio, dramatic lighting 7. wushu_action, a martial artist with a staff performing spinning and striking techniques, explosive power, warehouse setting, dynamic angle

爆发力/跳跃 8. wushu_action, a fighter leaping and striking in mid-air, explosive force, grounded landing with bent knees, outdoor arena, slow motion feel

自由发挥模板（替换招式词） 9. wushu_action, a martial artist [performing X technique], [发力/协调描述], [场景], [镜头] → 例：wushu_action, a martial artist performing a flying side kick, explosive leg drive, full body extension, indoor studio, medium shot

1.5 负面提示词建议

训练时 neg 为空（模型未学负向），建议只加画质/动作负向：

blurry, distorted, low quality, jittery motion, extra limbs, deformed hands, morphing bodies, inconsistent lighting, flickering, static pose, frozen motion

2 新增4500步的打斗动作LORA(这是收集的其他素材重新训练的)KungFu_MiniMaxH3_LoRA_step4500.safetensors

2.1 触发词

触发词:kungfu combat

• 必须出现在提示词中,LoRA 才会被激活
• 建议放在提示词开头,权重最高
• 可以加权重语法:(kungfu combat:1.2) 增强激活

2.2 提示词结构模板

[触发词], [主体/人物], [动作], [场景环境], [镜头语言], [风格质感], [画质词]

2.3 示例提示词(可直接使用)

【示例 1:双人对打,经典武侠】 英文: kungfu combat, two martial artists in a dynamic kung fu fight, exchanging punches and kicks, blocking and dodging, cinematic action, outdoor arena, dust and motion blur, dramatic lighting, 4k, high quality

中文: 功夫对战,两名武术家在激烈的功夫对打中,拳脚相交,格挡闪避,电影级动作, 室外竞技场,尘土飞扬与动态模糊,戏剧性光影,4K,高质量

【示例 2:古装武侠】 英文: kungfu combat, ancient Chinese wuxia style, two warriors in traditional robes, flying kicks and sword clashes, bamboo forest, misty atmosphere, slow motion impact, epic music vibe, cinematic composition

中文: 功夫对战,中国古装武侠风格,两名身着传统长袍的武士,飞踢与刀剑交锋, 竹林,雾气缭绕,慢动作冲击,史诗氛围,电影构图

【示例 3:单人套路(武术表演)】 英文: kungfu combat, a solo martial artist performing a traditional kung fu form, fluid movements, punches and spinning kicks, temple courtyard, morning light, graceful and powerful, smooth camera follow, high detail

中文: 功夫对战,一名武术家单独表演传统功夫套路,动作流畅,拳法与回旋踢, 寺庙庭院,晨光,优雅而有力,流畅跟拍,高细节

【示例 4:现代街头格斗】 英文: kungfu combat, modern street fight scene, two fighters in casual clothes, fast close-range combat, urban alley, neon lights at night, gritty realism, intense expression, handheld camera shake

中文: 功夫对战,现代街头格斗场景,两名穿着休闲服的打斗者,快速近身格斗, 城市小巷,夜晚霓虹灯,粗粝写实风,表情激烈,手持镜头抖动

【示例 5:宏大战争场景】 英文: kungfu combat, epic battle sequence, dozens of martial artists fighting, wide shot, sweeping crane camera, golden hour, battlefield with flags, choreographed chaos, blockbuster movie style

中文: 功夫对战,史诗级战斗片段,数十名武术家混战,广角镜头,扫动摇臂摄影, 黄金时刻,插旗战场,编排有序的混乱,大片风格

2.4 常用修饰词库(自由组合)

人物:two martial artists / a lone warrior / a female fighter / a shaolin monk 动作:spinning kick, flying jump kick, palm strike, grappling, sword fight, staff spinning, acrobatic flips, counter-attack 场景:outdoor arena, bamboo forest, temple courtyard, mountain peak, night market, rainy street, desert, dojo 镜头:close-up, wide shot, slow motion, camera follow, aerial shot, Dutch angle 风格:cinematic, wuxia, realistic, anime, gritty, epic, dramatic lighting, golden hour, neon lights, film grain, 4k, high quality