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ControlNet 是一个很强的插件#xff0c;提供了很多种图片的控制方式#xff0c;有的可以控制画面的结构#xff0c;有的可以控制人物的姿势#xff0c;还有的可以控制图片的画风#xff0c;这对于提高AI绘画的质量特别有用。接下来就演示几种热门常用的控制方式
1…简介
ControlNet 是一个很强的插件提供了很多种图片的控制方式有的可以控制画面的结构有的可以控制人物的姿势还有的可以控制图片的画风这对于提高AI绘画的质量特别有用。接下来就演示几种热门常用的控制方式
1.OpenPose姿态控制预处理器
姿态控制预处理器可以根据提供的图像将人物的骨骼脸部手部的姿态展示处理通过这个预处理器可以很好的控制出图人物的姿态
2.Depth深度预处理器
深度预处理器可以将图片的空间的远近以黑白的形式展示出来白近黑远当我们上传一张图片通过OpenPose识别到手的位置但骨骼图并不能描述手在身前还是身后的时候那个深度预处理器就可以提现出作用了当然还可以运用在一些建筑、室内等情况
3.LineArt线条预处理器
线条预处理器可以将图片用线条的形式描绘出来可以很好的控制图片的细节
4.HED Soft-Edge模糊线条预处理器
模糊线条预处理器与线条预处理器类型也是用线条描绘图片但仅大概描绘轮廓更利于出图的随机性 接下来演示一下这四个预处理器效果,不同的预处理器之间是可以搭配使用的根据不同的需求选择不用的预处理器来解决问题 附件工作流 复制Json内容到ComfyUI中即可 {last_node_id: 46,last_link_id: 65,nodes: [{id: 31,type: PreviewImage,pos: [1110,-1000],size: {0: 210,1: 310},flags: {},order: 15,mode: 0,inputs: [{name: images,type: IMAGE,link: 31,label: 图像}],properties: {Node name for SR: PreviewImage}},{id: 29,type: PreviewImage,pos: [760,-1000],size: {0: 210,1: 310},flags: {},order: 14,mode: 0,inputs: [{name: images,type: IMAGE,link: 30,label: 图像,slot_index: 0}],properties: {Node name for SR: PreviewImage}},{id: 34,type: HEDPreprocessor,pos: [1050,-500],size: {0: 315,1: 82},flags: {},order: 10,mode: 0,inputs: [{name: image,type: IMAGE,link: 34,label: 图像}],outputs: [{name: IMAGE,type: IMAGE,links: [31,54],shape: 3,label: 图像,slot_index: 0}],properties: {Node name for SR: HEDPreprocessor},widgets_values: [enable,512]},{id: 32,type: ControlNetLoader,pos: [1060,-640],size: {0: 315,1: 58},flags: {},order: 0,mode: 0,outputs: [{name: CONTROL_NET,type: CONTROL_NET,links: [53],shape: 3,label: ControlNet,slot_index: 0}],properties: {Node name for SR: ControlNetLoader},widgets_values: [control_v11p_sd15_softedge.pth]},{id: 25,type: PreviewImage,pos: [420,-1000],size: {0: 210,1: 310},flags: {},order: 13,mode: 0,inputs: [{name: images,type: IMAGE,link: 29,label: 图像}],properties: {Node name for SR: PreviewImage}},{id: 12,type: ControlNetLoader,pos: [30,-640],size: {0: 320,1: 60},flags: {},order: 1,mode: 0,outputs: [{name: CONTROL_NET,type: CONTROL_NET,links: [47],slot_index: 0,label: ControlNet}],properties: {Node name for SR: ControlNetLoader},widgets_values: [control_v11p_sd15_openpose.pth]},{id: 16,type: OpenposePreprocessor,pos: [30,-540],size: {0: 315,1: 150},flags: {},order: 7,mode: 0,inputs: [{name: image,type: IMAGE,link: 22,label: 图像}],outputs: [{name: IMAGE,type: IMAGE,links: [24,48],shape: 3,label: 图像,slot_index: 0},{name: POSE_KEYPOINT,type: POSE_KEYPOINT,links: null,shape: 3,label: 姿态关键点}],properties: {Node name for SR: OpenposePreprocessor},widgets_values: [enable,enable,enable,512]},{id: 23,type: ControlNetLoader,pos: [380,-640],size: {0: 315,1: 58},flags: {},order: 2,mode: 0,outputs: [{name: CONTROL_NET,type: CONTROL_NET,links: [49],shape: 3,label: ControlNet,slot_index: 0}],properties: {Node name for SR: ControlNetLoader},widgets_values: [control_v11f1p_sd15_depth.pth]},{id: 21,type: Zoe_DepthAnythingPreprocessor,pos: [370,-500],size: {0: 315,1: 82},flags: {},order: 8,mode: 0,inputs: [{name: image,type: IMAGE,link: 32,label: 图像,slot_index: 0}],outputs: [{name: IMAGE,type: IMAGE,links: [29,50],shape: 3,label: 图像,slot_index: 0}],properties: {Node name for SR: Zoe_DepthAnythingPreprocessor},widgets_values: [indoor,512]},{id: 30,type: ControlNetLoader,pos: [710,-640],size: {0: 315,1: 58},flags: {},order: 3,mode: 0,outputs: [{name: CONTROL_NET,type: CONTROL_NET,links: [51],shape: 3,label: ControlNet,slot_index: 0}],properties: {Node name for SR: ControlNetLoader},widgets_values: [control_v11p_sd15_lineart.pth]},{id: 33,type: LineArtPreprocessor,pos: [710,-500],size: {0: 315,1: 82},flags: {},order: 9,mode: 0,inputs: [{name: image,type: IMAGE,link: 33,label: 图像}],outputs: [{name: IMAGE,type: IMAGE,links: [30,52],shape: 3,label: 图像,slot_index: 0}],properties: {Node name for SR: LineArtPreprocessor},widgets_values: [disable,512]},{id: 35,type: Efficient Loader,pos: [2130,690],size: {0: 400,1: 462},flags: {},order: 6,mode: 0,inputs: [{name: lora_stack,type: LORA_STACK,link: null,label: LoRA堆},{name: cnet_stack,type: CONTROL_NET_STACK,link: 55,label: ControlNet堆,slot_index: 1}],outputs: [{name: MODEL,type: MODEL,links: null,shape: 3,label: 模型},{name: CONDITIONING,type: CONDITIONING,links: null,shape: 3,label: 正面条件},{name: CONDITIONING-,type: CONDITIONING,links: null,shape: 3,label: 负面条件},{name: LATENT,type: LATENT,links: null,shape: 3,label: Latent},{name: VAE,type: VAE,links: null,shape: 3,label: VAE},{name: CLIP,type: CLIP,links: null,shape: 3,label: CLIP},{name: DEPENDENCIES,type: DEPENDENCIES,links: null,shape: 3,label: 依赖}],properties: {Node name for SR: Efficient Loader},widgets_values: [AWPainting_v1.3.safetensors,Baked VAE,-1,None,1,1,CLIP_POSITIVE,CLIP_NEGATIVE,none,comfy,512,512,1],color: #2a363b,bgcolor: #3f5159,shape: 1},{id: 41,type: Control Net Stacker,pos: [1720,650],size: {0: 315,1: 146},flags: {},order: 4,mode: 0,inputs: [{name: control_net,type: CONTROL_NET,link: null,label: ControlNet},{name: image,type: IMAGE,link: null,label: 图像},{name: cnet_stack,type: CONTROL_NET_STACK,link: null,label: ControlNet堆}],outputs: [{name: CNET_STACK,type: CONTROL_NET_STACK,links: [55],shape: 3,label: ControlNet堆}],properties: {Node name for SR: Control Net Stacker},widgets_values: [1,0,1],color: #223322,bgcolor: #335533,shape: 1},{id: 17,type: PreviewImage,pos: [70,-1000],size: {0: 210,1: 310},flags: {},order: 11,mode: 0,inputs: [{name: images,type: IMAGE,link: 24,label: 图像}],properties: {Node name for SR: PreviewImage}},{id: 37,type: Control Net Stacker,pos: [30,-340],size: {0: 315,1: 146},flags: {},order: 12,mode: 0,inputs: [{name: control_net,type: CONTROL_NET,link: 47,label: ControlNet},{name: image,type: IMAGE,link: 48,label: 图像},{name: cnet_stack,type: CONTROL_NET_STACK,link: null,label: ControlNet堆}],outputs: [{name: CNET_STACK,type: CONTROL_NET_STACK,links: [62],shape: 3,label: ControlNet堆,slot_index: 0}],properties: {Node name for SR: Control Net Stacker},widgets_values: [1,0,1],color: #223322,bgcolor: #335533,shape: 1},{id: 38,type: Control Net Stacker,pos: [370,-340],size: {0: 315,1: 146},flags: {},order: 16,mode: 0,inputs: [{name: control_net,type: CONTROL_NET,link: 49,label: ControlNet},{name: image,type: IMAGE,link: 50,label: 图像},{name: cnet_stack,type: CONTROL_NET_STACK,link: 62,label: ControlNet堆}],outputs: [{name: CNET_STACK,type: CONTROL_NET_STACK,links: [63],shape: 3,label: ControlNet堆,slot_index: 0}],properties: {Node name for SR: Control Net Stacker},widgets_values: [0.2,0,1],color: #223322,bgcolor: #335533,shape: 1},{id: 39,type: Control Net Stacker,pos: [710,-340],size: {0: 315,1: 146},flags: {},order: 17,mode: 0,inputs: [{name: control_net,type: CONTROL_NET,link: 51,label: ControlNet},{name: image,type: IMAGE,link: 52,label: 图像},{name: cnet_stack,type: CONTROL_NET_STACK,link: 63,label: ControlNet堆}],outputs: [{name: CNET_STACK,type: CONTROL_NET_STACK,links: [64],shape: 3,label: ControlNet堆,slot_index: 0}],properties: {Node name for SR: Control Net Stacker},widgets_values: [0.5,0,1],color: #223322,bgcolor: #335533,shape: 1},{id: 40,type: Control Net Stacker,pos: [1050,-340],size: {0: 315,1: 146},flags: {},order: 18,mode: 0,inputs: [{name: control_net,type: CONTROL_NET,link: 53,label: ControlNet,slot_index: 0},{name: image,type: IMAGE,link: 54,label: 图像,slot_index: 1},{name: cnet_stack,type: CONTROL_NET_STACK,link: 64,label: ControlNet堆}],outputs: [{name: CNET_STACK,type: CONTROL_NET_STACK,links: [65],shape: 3,label: ControlNet堆,slot_index: 0}],properties: {Node name for SR: Control Net Stacker},widgets_values: [0.5,0,1],color: #223322,bgcolor: #335533,shape: 1},{id: 44,type: SaveImage,pos: [2220,-630],size: {0: 320,1: 270},flags: {},order: 21,mode: 0,inputs: [{name: images,type: IMAGE,link: 61,label: 图像}],properties: {},widgets_values: [ComfyUI]},{id: 43,type: KSampler (Efficient),pos: [1860,-750],size: {0: 330,1: 560},flags: {},order: 20,mode: 0,inputs: [{name: model,type: MODEL,link: 56,label: 模型},{name: positive,type: CONDITIONING,link: 57,label: 正面条件},{name: negative,type: CONDITIONING,link: 58,label: 负面条件},{name: latent_image,type: LATENT,link: 59,label: Latent},{name: optional_vae,type: VAE,link: 60,label: VAE(可选)},{name: script,type: SCRIPT,link: null,label: 脚本}],outputs: [{name: MODEL,type: MODEL,links: null,shape: 3,label: 模型},{name: CONDITIONING,type: CONDITIONING,links: null,shape: 3,label: 正面条件},{name: CONDITIONING-,type: CONDITIONING,links: null,shape: 3,label: 负面条件},{name: LATENT,type: LATENT,links: null,shape: 3,label: Latent},{name: VAE,type: VAE,links: null,shape: 3,label: VAE},{name: IMAGE,type: IMAGE,links: [61],shape: 3,label: 图像,slot_index: 5}],properties: {Node name for SR: KSampler (Efficient)},widgets_values: [248390093388796,null,20,10,dpmpp_2m,karras,1,auto,true],color: #222233,bgcolor: #333355,shape: 1},{id: 42,type: Efficient Loader,pos: [1420,-650],size: {0: 400,1: 462.0000305175781},flags: {},order: 19,mode: 0,inputs: [{name: lora_stack,type: LORA_STACK,link: null,label: LoRA堆},{name: cnet_stack,type: CONTROL_NET_STACK,link: 65,label: ControlNet堆}],outputs: [{name: MODEL,type: MODEL,links: [56],shape: 3,label: 模型,slot_index: 0},{name: CONDITIONING,type: CONDITIONING,links: [57],shape: 3,label: 正面条件,slot_index: 1},{name: CONDITIONING-,type: CONDITIONING,links: [58],shape: 3,label: 负面条件,slot_index: 2},{name: LATENT,type: LATENT,links: [59],shape: 3,label: Latent,slot_index: 3},{name: VAE,type: VAE,links: [60],shape: 3,label: VAE,slot_index: 4},{name: CLIP,type: CLIP,links: null,shape: 3,label: CLIP},{name: DEPENDENCIES,type: DEPENDENCIES,links: null,shape: 3,label: 依赖}],properties: {Node name for SR: Efficient Loader},widgets_values: [AWPainting_v1.3.safetensors,Baked VAE,-2,None,1,1,masterpiece, best quality, highres, 1girl, bare shoulders, brown hair, long hair, (orange dress:1.2), looking at viewer, forest, maple leaves,outdoors, wild, plants, cinematic lights, lightrays,depth of field, blurry_background, blurry_foreground, shiny luminious,,(hands), text, error, cropped, (worst quality:1.2), (low quality:1.2), normal quality, (jpeg artifacts:1.3), signature, watermark, username, blurry, artist name, monochrome, sketch, censorship, censor, (copyright:1.2), extra legs, (forehead mark) (depth of field) (emotionless) (penis), embedding:EasyNegative, embedding:badhandv4, ,none,comfy,768,1152,1],color: #443322,bgcolor: #665533,shape: 1},{id: 11,type: LoadImage,pos: [-250,-800],size: [220,314],flags: {},order: 5,mode: 0,outputs: [{name: IMAGE,type: IMAGE,links: [22,32,33,34],slot_index: 0,label: 图像},{name: MASK,type: MASK,links: null,label: 遮罩}],properties: {Node name for SR: LoadImage},widgets_values: [aimake_Example_1713001562048_49 (1) (3).jpg,image]}],links: [[22,11,0,16,0,IMAGE],[24,16,0,17,0,IMAGE],[29,21,0,25,0,IMAGE],[30,33,0,29,0,IMAGE],[31,34,0,31,0,IMAGE],[32,11,0,21,0,IMAGE],[33,11,0,33,0,IMAGE],[34,11,0,34,0,IMAGE],[47,12,0,37,0,CONTROL_NET],[48,16,0,37,1,IMAGE],[49,23,0,38,0,CONTROL_NET],[50,21,0,38,1,IMAGE],[51,30,0,39,0,CONTROL_NET],[52,33,0,39,1,IMAGE],[53,32,0,40,0,CONTROL_NET],[54,34,0,40,1,IMAGE],[55,41,0,35,1,CONTROL_NET_STACK],[56,42,0,43,0,MODEL],[57,42,1,43,1,CONDITIONING],[58,42,2,43,2,CONDITIONING],[59,42,3,43,3,LATENT],[60,42,4,43,4,VAE],[61,43,5,44,0,IMAGE],[62,37,0,38,2,CONTROL_NET_STACK],[63,38,0,39,2,CONTROL_NET_STACK],[64,39,0,40,2,CONTROL_NET_STACK],[65,40,0,42,1,CONTROL_NET_STACK]],groups: [],config: {},extra: {0246.VERSION: [0,0,4]},version: 0.4
}测试图片
